{ "artifact": { "bytes": 474892, "format": "joblib", "path": "classifier.joblib", "sha256": "5e6ecfc68d78a2cf2e9e9e47da5cb58d696e8de354fd620cfcccc5db9da48702" }, "known_limitations": [ "The artifact does not embed its own version, thresholds, backbone hash, or training manifest.", "Later audits found a high false-positive rate on some bird vocalizations.", "Bee and grasshopper classes were data-limited in the surviving evaluation notes.", "Published metrics came from limited public-data evaluation and one private field site; they are not evidence of general production performance.", "Outputs are model assertions for human review, not confirmed biological observations." ], "model_contract": { "backbone": { "artifact": "BirdNET_GLOBAL_6K_V2.4_Model_FP16.tflite", "sha256": "5c64ba3ffab264ccbfafe784896392051a86be63b0cc507e7683db7df114546b" }, "classes": [ "background", "bee", "cicada_drone", "cricket_katydid", "frog", "grasshopper" ], "feature_dimension": 6522, "feature_space": "birdnet_v2.4_logits", "output_semantics": "independent one-vs-rest probabilities", "sample_rate_hz": 48000, "serialization_runtime": { "scikit_learn": "1.8.0" }, "window_seconds": 3.0 }, "provenance": { "code_license": "CC-BY-NC-SA-4.0", "field_site": "one private field site; location intentionally omitted", "source_families": [ { "license": "CC-BY-4.0 or CC0 according to source metadata", "name": "InsectSet459" }, { "license": "CC-BY-NC-3.0", "name": "ESC-50" }, { "license": "varies by individual recording; original per-record manifest unavailable", "name": "iNaturalist audio" }, { "license": "private research evidence; not redistributed", "name": "private field negatives" } ], "training_snapshot": "unavailable", "warning": "The missing per-record training snapshot prevents a complete independent rebuild of this exact artifact." }, "release_id": "insectnet-v0.1.0", "schema_version": 1, "status": "historical_research_reference" }