{"id":"W4211193760","doi":"10.17504/protocols.io.z4af8se","title":"BDA Histology v1","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Histology; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002314268,0.002502919,0.001506631,0.006077251,0.002577343,0.001973518,0.00239536,0.002123117,0.1862722],"category_scores_gemma":[0.001757798,0.002444578,0.001452224,0.001924312,0.001032708,0.001490745,0.001298223,0.004712806,0.08201615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332912,"about_ca_system_score_gemma":0.002011543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00249106,"about_ca_topic_score_gemma":0.007815559,"domain_scores_codex":[0.9988022,0.0001266995,0.0001305935,0.000382318,0.0003748397,0.0001833182],"domain_scores_gemma":[0.9984961,0.0002221992,0.00009199523,0.0006046162,0.0004029949,0.0001820755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001323361,0.000377651,0.001401147,0.003061295,0.0002580046,0.001003964,0.0005877257,0.001223217,0.7339178,0.0232537,0.1630173,0.07057485],"study_design_scores_gemma":[0.0004134038,0.0004579984,0.008044895,0.0006876062,0.0003533972,0.005943391,0.0001550114,0.004290463,0.1535748,0.009862279,0.8160156,0.0002011244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03521783,0.008077599,0.6816535,0.001619586,0.001761996,0.008095849,0.08798816,0.05598002,0.1196054],"genre_scores_gemma":[0.04596943,0.004845144,0.6233963,0.001443552,0.0003731307,0.0155728,0.1151835,0.02285106,0.1703651],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1862722,"threshold_uncertainty_score":0.6231427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531804475338842,"score_gpt":0.3127132615179898,"score_spread":0.2973952167646014,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}