Update latest metadata (20260123-120926)

latest/meta.json

@@ -1,7 +1,7 @@
 {
   "framework": "ExplainML Studio",
   "model": "Logistic Regression",
-  "created_at_utc": "2026-01-23T11:35:12.524513",
+  "created_at_utc": "2026-01-23T12:07:08.199443",
   "schema": {
     "features": [
       "Age (years) ",
@@ -20,14 +20,12 @@
       "Post-Induction  MRD ",
       "Date of 1st CR",
       "Induction ",
-      "cp_thrombocytopenia",
-      "cp_bleeding",
-      "cp_bsymptoms",
-      "cp_lymphadenopathy",
-      "cp_cns",
-      "cp_severity_score",
-      "emi_yes_unspecified",
-      "emi_severity_score",
+      "thrombocytopenia y=1/no=0",
+      "bleeding Y/N",
+      "B Sympt Y/N",
+      "Lymphadenopathy Y/N",
+      "CNS Y/N",
+      "ExtraMedullary Inv Y/N",
       "fish_inv16_cbfb_myh11",
       "fish_t821_runx1_runx1t1",
       "fish_t1517_pml_rara",
@@ -36,15 +34,11 @@
       "fish_etv6_runx1_t1221",
       "fish_tcf3_pbx1_t119",
       "fish_igh_14q32_rearr",
-      "fish_myc_8q24",
       "fish_crlf2_rearr",
       "fish_nup214_9q34",
-      "fish_cdkn2a_9p21_del",
-      "fish_trisomy8",
-      "fish_del5q_monosomy5",
+      "fish_Other",
       "fish_del7q_monosomy7",
       "fish_tp53_del17p",
-      "fish_trisomy12",
       "fish_del13q",
       "fish_del11q",
       "fish_abnormality_count",
@@ -55,20 +49,10 @@
       "ngs_idh1",
       "ngs_idh2",
       "ngs_tet2",
-      "ngs_asxl1",
       "ngs_tp53",
       "ngs_runx1",
-      "ngs_kit",
-      "ngs_ezh2",
+      "ngs_Other",
       "ngs_spliceosome",
-      "ngs_ikzf1",
-      "ngs_notch1",
-      "ngs_phf6",
-      "ngs_jak2",
-      "ngs_crlf2",
-      "ngs_calr",
-      "ngs_mpl",
-      "ngs_setbp1",
       "ngs_mutation_count"
     ],
     "numeric": [
@@ -79,8 +63,6 @@
       "Pre-Induction bone marrow biopsy blasts %",
       "Date of 1st Bone Marrow biopsy (Date of Diagnosis) ",
       "Date of 1st CR",
-      "cp_severity_score",
-      "emi_severity_score",
       "fish_abnormality_count",
       "ngs_mutation_count"
     ],
@@ -94,12 +76,12 @@
       "MDx Leukemia Screen 1",
       "Post-Induction  MRD ",
       "Induction ",
-      "cp_thrombocytopenia",
-      "cp_bleeding",
-      "cp_bsymptoms",
-      "cp_lymphadenopathy",
-      "cp_cns",
-      "emi_yes_unspecified",
+      "thrombocytopenia y=1/no=0",
+      "bleeding Y/N",
+      "B Sympt Y/N",
+      "Lymphadenopathy Y/N",
+      "CNS Y/N",
+      "ExtraMedullary Inv Y/N",
       "fish_inv16_cbfb_myh11",
       "fish_t821_runx1_runx1t1",
       "fish_t1517_pml_rara",
@@ -108,15 +90,11 @@
       "fish_etv6_runx1_t1221",
       "fish_tcf3_pbx1_t119",
       "fish_igh_14q32_rearr",
-      "fish_myc_8q24",
       "fish_crlf2_rearr",
       "fish_nup214_9q34",
-      "fish_cdkn2a_9p21_del",
-      "fish_trisomy8",
-      "fish_del5q_monosomy5",
+      "fish_Other",
       "fish_del7q_monosomy7",
       "fish_tp53_del17p",
-      "fish_trisomy12",
       "fish_del13q",
       "fish_del11q",
       "ngs_flt3",
@@ -126,20 +104,10 @@
       "ngs_idh1",
       "ngs_idh2",
       "ngs_tet2",
-      "ngs_asxl1",
       "ngs_tp53",
       "ngs_runx1",
-      "ngs_kit",
-      "ngs_ezh2",
-      "ngs_spliceosome",
-      "ngs_ikzf1",
-      "ngs_notch1",
-      "ngs_phf6",
-      "ngs_jak2",
-      "ngs_crlf2",
-      "ngs_calr",
-      "ngs_mpl",
-      "ngs_setbp1"
+      "ngs_Other",
+      "ngs_spliceosome"
     ],
     "label": "AA"
   },
@@ -154,67 +122,52 @@
   },
   "positive_class": "YES",
   "metrics": {
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-    "n_train": 91,
-    "n_test": 23,
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+    "n_test": 20,
     "threshold@0.5": 0.5,
-    "accuracy@0.5": 0.8695652173913043,
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-    "precision@0.5": 1.0,
-    "recall@0.5": 0.4,
-    "f1@0.5": 0.5714285714285714,
-    "sensitivity@0.5": 0.4,
-    "specificity@0.5": 1.0,
+    "accuracy@0.5": 0.85,
+    "balanced_accuracy@0.5": 0.7666666666666666,
+    "precision@0.5": 0.75,
+    "recall@0.5": 0.6,
+    "f1@0.5": 0.6666666666666666,
+    "sensitivity@0.5": 0.6,
+    "specificity@0.5": 0.9333333333333333,
     "confusion_matrix@0.5": {
-      "tn": 18,
-      "fp": 0,
-      "fn": 3,
-      "tp": 2
+      "tn": 14,
+      "fp": 1,
+      "fn": 2,
+      "tp": 3
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     "roc_curve": {
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+        0.06666666666666667,
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       "thresholds": [
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     "pr_curve": {
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@@ -222,17 +175,17 @@
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@@ -248,65 +201,61 @@
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       "thresholds": [
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     "calibration": {
       "n_bins": 6,
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       "prob_true": [
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     "decision_curve": {
       "thresholds": [
@@ -337,58 +286,58 @@
         0.99
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       "net_benefit_model": [
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@@ -417,7 +366,7 @@
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-      "prevalence": 0.21739130434782608
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     }
   }
 }