Download results/fm_text_probes.csv from Pathstudy/fourmodal-pathology-bind: direct link, hf CLI and curl.
- Browser
- Download file 94.2 kB
-
https://huggingface.co/Pathstudy/fourmodal-pathology-bind/resolve/main/results/fm_text_probes.csv
- Command line
-
hf download hf://Pathstudy/fourmodal-pathology-bind/results/fm_text_probes.csv
-
curl -L -o fm_text_probes.csv https://huggingface.co/Pathstudy/fourmodal-pathology-bind/resolve/main/results/fm_text_probes.csv
94.2 kB
| split,fold,text_enc,modality,enc,concept,spearman,auroc,n | |
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| patient_5fold,1,biomedclip,if,convnext_tiny,macrophage,0.14269917149960815,0.6126417112299465,499 | |
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| patient_5fold,1,biomedclip,if,fm:virtues,immune,0.5432001858587835,0.7738181818181818,499 | |
| patient_5fold,1,biomedclip,if,fm:virtues,tumor_epith,0.3924517162496738,0.7741818181818182,499 | |
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| patient_5fold,1,biomedclip,if,fm:virtues,macrophage,0.16002337983987883,0.6208983957219252,499 | |
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| patient_5fold,1,biomedclip,markers,mlp,immune,0.5533344108350071,0.7898823529411764,499 | |
| patient_5fold,1,biomedclip,markers,mlp,tumor_epith,0.296971643553153,0.7141604278074867,499 | |
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| patient_5fold,1,biomedclip,markers,fm:geneformer,immune,0.5653619217423231,0.787614973262032,499 | |
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| patient_5fold,1,biomedclip,markers,fm:scgpt,immune,0.5780370912541694,0.7749732620320856,499 | |
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| patient_5fold,1,imagebind,he,uni2,immune,0.32645296669254037,0.6989946524064171,499 | |
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| patient_5fold,1,imagebind,if,convnext_tiny,immune,0.4637073355758153,0.774288770053476,499 | |
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| patient_5fold,1,imagebind,if,convnext_tiny,macrophage,0.16147084615097174,0.628192513368984,499 | |
| patient_5fold,1,imagebind,if,convnext_tiny,cellularity,0.1531702324568498,0.57825246887076,545 | |
| patient_5fold,1,imagebind,if,fm:virtues,immune,0.46701352361770015,0.7569197860962565,499 | |
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| patient_5fold,1,imagebind,if,fm:virtues,cellularity,0.17201923790792575,0.6091133533705453,545 | |
| patient_5fold,1,imagebind,markers,mlp,immune,0.5146318836866209,0.7621604278074867,499 | |
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| patient_5fold,1,imagebind,markers,fm:geneformer,immune,0.4643023586391183,0.771187165775401,499 | |
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| patient_5fold,1,imagebind,markers,fm:geneformer,macrophage,0.16442924378572904,0.5592513368983957,499 | |
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| patient_5fold,1,imagebind,markers,fm:scgpt,immune,0.65160274498958,0.8333262032085561,499 | |
| patient_5fold,1,imagebind,markers,fm:scgpt,tumor_epith,0.3585744156615645,0.5922780748663101,499 | |
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| patient_5fold,1,imagebind,markers,fm:scgpt,vessels,0.009634016062526321,0.5848770053475937,499 | |
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| patient_5fold,1,imagebind,markers,fm:scgpt,cellularity,0.31984675543768226,0.6440174609989981,545 | |
| patient_5fold,1,pathgenclip,he,uni2,immune,0.23982104688711986,0.6749304812834224,499 | |
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| patient_5fold,1,pathgenclip,if,fm:virtues,immune,0.4140847203338388,0.7697967914438504,499 | |
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| patient_5fold,1,pathgenclip,markers,mlp,immune,0.45713856489913557,0.7759786096256686,499 | |
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| patient_5fold,1,pathgenclip,markers,fm:geneformer,immune,0.5305723400445543,0.8032727272727274,499 | |
| patient_5fold,1,pathgenclip,markers,fm:geneformer,tumor_epith,0.3540919100146707,0.7106737967914438,499 | |
| patient_5fold,1,pathgenclip,markers,fm:geneformer,stroma,0.6519905553999805,0.8414117647058824,499 | |
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| patient_5fold,1,pathgenclip,markers,fm:scgpt,immune,0.6225102604320779,0.8644705882352941,499 | |
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| patient_5fold,1,plip,he,uni2,immune,0.2729072169181126,0.6891122994652407,499 | |
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| patient_5fold,1,plip,markers,fm:scgpt,immune,0.6452240417351663,0.8423101604278075,499 | |
| patient_5fold,1,plip,markers,fm:scgpt,tumor_epith,0.6379796032036764,0.7873155080213904,499 | |
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| patient_5fold,1,plip,markers,fm:scgpt,proliferation,0.5499451288724858,0.8929625668449198,499 | |
| patient_5fold,1,plip,markers,fm:scgpt,vessels,0.2288279678697086,0.6900320855614973,499 | |
| patient_5fold,1,plip,markers,fm:scgpt,macrophage,0.3288502704715821,0.7174545454545455,499 | |
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| patient_5fold,2,biomedclip,he,uni2,immune,0.548545243645387,0.7729439522342065,470 | |
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| patient_5fold,2,biomedclip,if,convnext_tiny,macrophage,0.1798745196157785,0.6092305469953775,470 | |
| patient_5fold,2,biomedclip,if,convnext_tiny,cellularity,0.2512497989917585,0.7272743457361581,547 | |
| patient_5fold,2,biomedclip,if,fm:virtues,immune,0.6489743445342843,0.8712201463790447,470 | |
| patient_5fold,2,biomedclip,if,fm:virtues,tumor_epith,0.42564405899571905,0.8145704930662558,470 | |
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| patient_5fold,2,biomedclip,if,fm:virtues,macrophage,0.1631601422783323,0.618114406779661,470 | |
| patient_5fold,2,biomedclip,if,fm:virtues,cellularity,0.22738131041280518,0.7321523945166459,547 | |
| patient_5fold,2,biomedclip,markers,mlp,immune,0.7420159671269411,0.898088405238829,470 | |
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| patient_5fold,2,biomedclip,markers,fm:geneformer,immune,0.6121098274742434,0.8310140600924499,470 | |
| patient_5fold,2,biomedclip,markers,fm:geneformer,tumor_epith,0.2730447521276598,0.7179555084745762,470 | |
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| patient_5fold,2,biomedclip,markers,fm:geneformer,macrophage,0.03983827970204086,0.5371003466872111,470 | |
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| patient_5fold,2,biomedclip,markers,fm:scgpt,immune,0.6432478944799456,0.8360458397534669,470 | |
| patient_5fold,2,biomedclip,markers,fm:scgpt,tumor_epith,0.4022761101390082,0.7883281972265024,470 | |
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| patient_5fold,2,imagebind,he,uni2,immune,0.4169472153694232,0.7196167180277351,470 | |
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| patient_5fold,2,imagebind,if,convnext_tiny,cellularity,0.33333563075605827,0.6960121061064625,547 | |
| patient_5fold,2,imagebind,if,fm:virtues,immune,0.7414061567446243,0.8866284668721109,470 | |
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| patient_5fold,2,imagebind,markers,mlp,immune,0.8199446137065165,0.9217546224961479,470 | |
| patient_5fold,2,imagebind,markers,mlp,tumor_epith,0.445062431817877,0.6958541987673343,470 | |
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| patient_5fold,2,imagebind,markers,fm:geneformer,immune,0.6643761598471021,0.8635882126348228,470 | |
| patient_5fold,2,imagebind,markers,fm:geneformer,tumor_epith,0.5110809809474232,0.699248844375963,470 | |
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| patient_5fold,2,imagebind,markers,fm:scgpt,immune,0.7155049924327032,0.8772149460708782,470 | |
| patient_5fold,2,imagebind,markers,fm:scgpt,tumor_epith,0.44104351081296217,0.6384341294298922,470 | |
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| patient_5fold,2,imagebind,markers,fm:scgpt,proliferation,0.4534957184766887,0.7352898690292757,470 | |
| patient_5fold,2,imagebind,markers,fm:scgpt,vessels,0.1709973878724899,0.6520608628659477,470 | |
| patient_5fold,2,imagebind,markers,fm:scgpt,macrophage,0.24714025315016,0.634726502311248,470 | |
| patient_5fold,2,imagebind,markers,fm:scgpt,cellularity,0.4643501593984729,0.7393270429054657,547 | |
| patient_5fold,2,pathgenclip,he,uni2,immune,0.3860375960931844,0.7279949922958397,470 | |
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| patient_5fold,2,pathgenclip,if,convnext_tiny,macrophage,-0.040528786567476,0.5030335130970724,470 | |
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| patient_5fold,2,pathgenclip,if,fm:virtues,immune,0.629261149013736,0.8905046224961479,470 | |
| patient_5fold,2,pathgenclip,if,fm:virtues,tumor_epith,0.26400437658227194,0.6845868644067796,470 | |
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| patient_5fold,2,pathgenclip,if,fm:virtues,cellularity,-0.016200781990213225,0.6645362293038988,547 | |
| patient_5fold,2,pathgenclip,markers,mlp,immune,0.6470727511553546,0.886688655624037,470 | |
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| patient_5fold,2,pathgenclip,markers,fm:geneformer,immune,0.6227590862659672,0.8752407550077043,470 | |
| patient_5fold,2,pathgenclip,markers,fm:geneformer,tumor_epith,0.5405538995065123,0.8177243836671803,470 | |
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| patient_5fold,2,pathgenclip,markers,fm:geneformer,macrophage,-0.15168168886542346,0.47965620184899843,470 | |
| patient_5fold,2,pathgenclip,markers,fm:geneformer,cellularity,-0.22595624722752394,0.48853480505607977,547 | |
| patient_5fold,2,pathgenclip,markers,fm:scgpt,immune,0.7090135632245805,0.9335997688751926,470 | |
| patient_5fold,2,pathgenclip,markers,fm:scgpt,tumor_epith,0.5635878882105811,0.8234062018489985,470 | |
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| patient_5fold,2,plip,he,uni2,immune,0.349035478718483,0.684370184899846,470 | |
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| patient_5fold,2,plip,markers,fm:geneformer,tumor_epith,0.6651013847423519,0.83159187211094,470 | |
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| patient_5fold,2,plip,markers,fm:scgpt,immune,0.7576765126408231,0.9039628274268106,470 | |
| patient_5fold,2,plip,markers,fm:scgpt,tumor_epith,0.6724470238331322,0.8193855932203389,470 | |
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| patient_5fold,2,plip,markers,fm:scgpt,proliferation,0.5320020257295504,0.7952137904468413,470 | |
| patient_5fold,2,plip,markers,fm:scgpt,vessels,0.3705772990544943,0.7666602465331279,470 | |
| patient_5fold,2,plip,markers,fm:scgpt,macrophage,0.27220840281208936,0.6213164483821265,470 | |
| patient_5fold,2,plip,markers,fm:scgpt,cellularity,0.26452761039065503,0.6500267046466085,547 | |
| patient_5fold,3,biomedclip,he,uni2,immune,0.5827064717518843,0.8095080358238252,659 | |
| patient_5fold,3,biomedclip,he,uni2,tumor_epith,0.5635681891281983,0.7858913016807754,659 | |
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| patient_5fold,3,biomedclip,he,uni2,vessels,-0.04876562065835883,0.4997791682002209,659 | |
| patient_5fold,3,biomedclip,he,uni2,macrophage,0.16757477961911169,0.6038654398520034,659 | |
| patient_5fold,3,biomedclip,he,uni2,cellularity,0.04044343065931395,0.5849259641873278,704 | |
| patient_5fold,3,biomedclip,if,convnext_tiny,immune,0.558801189870792,0.8413078149920256,659 | |
| patient_5fold,3,biomedclip,if,convnext_tiny,tumor_epith,0.422570233046511,0.713409397619924,659 | |
| patient_5fold,3,biomedclip,if,convnext_tiny,stroma,0.4432671583659158,0.6938657833394676,659 | |
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| patient_5fold,4,biomedclip,if,fm:virtues,tumor_epith,0.2799213593211585,0.7660239937739535,602 | |
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| patient_5fold,4,biomedclip,if,fm:virtues,macrophage,0.01476472194223454,0.5323710371360186,602 | |
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| patient_5fold,4,biomedclip,markers,mlp,immune,0.7528906424735547,0.9105299481652251,602 | |
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| patient_5fold,4,biomedclip,markers,fm:geneformer,immune,0.6665680172236057,0.8674321962966771,602 | |
| patient_5fold,4,biomedclip,markers,fm:geneformer,tumor_epith,0.38572980001850227,0.8286075094345163,602 | |
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| patient_5fold,4,biomedclip,markers,fm:geneformer,cellularity,0.15094622782989292,0.6618211559432935,699 | |
| patient_5fold,4,biomedclip,markers,fm:scgpt,immune,0.6562820367467104,0.8586217529845377,602 | |
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| patient_5fold,4,imagebind,he,uni2,immune,0.55458106267627,0.8032774849121158,602 | |
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| patient_5fold,4,imagebind,if,fm:virtues,immune,0.7355196500985315,0.8751119660504251,602 | |
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| patient_5fold,4,imagebind,markers,mlp,immune,0.7938822219997752,0.9031144917108412,602 | |
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| patient_5fold,4,imagebind,markers,fm:geneformer,immune,0.6664666450887813,0.8770355795069089,602 | |
| patient_5fold,4,imagebind,markers,fm:geneformer,tumor_epith,0.4553217492710353,0.7699005888312946,602 | |
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| patient_5fold,4,imagebind,markers,fm:scgpt,immune,0.6974513887825601,0.872366044551475,602 | |
| patient_5fold,4,imagebind,markers,fm:scgpt,tumor_epith,0.49781632373671547,0.8236002408187839,602 | |
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| patient_5fold,4,pathgenclip,markers,mlp,immune,0.630704961919921,0.8476086988443636,602 | |
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| patient_5fold,4,plip,he,uni2,immune,0.4778534409494226,0.7581826992261494,602 | |
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| patient_5fold,4,plip,if,fm:virtues,immune,0.7094768299978291,0.8679167706788447,602 | |
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| patient_5fold,4,plip,markers,fm:scgpt,immune,0.6988304183231454,0.8768740547128528,602 | |
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