{"id":"W7067778267","doi":"","title":"Musculoskeletal radiology special issue: Guest editors","year":2001,"lang":"en","type":"other","venue":"National University of Singapore","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical imaging; MEDLINE; Feature (linguistics); Computed tomography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001011272,0.0001516701,0.000177846,0.0001594132,0.00005656558,0.000004052997,0.0002623673,0.0004876471,0.004123205],"category_scores_gemma":[0.00009586387,0.000183441,0.0001163911,0.00007592686,0.000218518,0.000002654413,0.0001031442,0.0001702207,0.00009070525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003515088,"about_ca_system_score_gemma":0.0001384355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059948,"about_ca_topic_score_gemma":0.00009685098,"domain_scores_codex":[0.9992656,0.00003732139,0.0001101525,0.0001930533,0.0002654155,0.0001284228],"domain_scores_gemma":[0.9994153,0.00001136347,0.0002569169,0.0001461835,0.0001227373,0.00004747571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001604419,0.00002864859,0.0005459245,0.00004430125,0.00008209463,0.000004958624,0.00002432922,0.00002343739,0.0001567237,0.0001148466,0.9982533,0.000705417],"study_design_scores_gemma":[0.0003643911,0.00008964795,0.0001763636,0.00002577696,0.0000242151,0.00001797936,0.00007525364,0.00001957513,0.00005242568,0.00001176488,0.998972,0.0001705934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005359236,0.00007886351,0.0002530259,0.0001802779,0.00237714,0.0001117126,0.0001539147,0.00002728236,0.9962819],"genre_scores_gemma":[0.0008642204,0.0003157564,0.004884012,0.00008496673,0.08270726,1.706442e-7,0.00342473,0.0001252221,0.9075937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0886882,"threshold_uncertainty_score":0.9967872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004504101940510873,"score_gpt":0.2290376341514953,"score_spread":0.2245335322109844,"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."}}