{"id":"W4377088356","doi":"10.1097/01.cot.0000937000.03095.fb","title":"Shop talk","year":2023,"lang":"en","type":"article","venue":"Oncology Times","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0002104969,0.00003819942,0.0001143636,0.00006885712,0.00003756456,0.000002101183,0.00002702077,0.0002197282,0.001183944],"category_scores_gemma":[0.00004405652,0.00002723722,0.0000342423,0.0002049285,0.0002846946,0.00001142527,0.00002638873,0.0001401456,0.0008915667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002834815,"about_ca_system_score_gemma":0.0001244598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005193554,"about_ca_topic_score_gemma":0.000003825491,"domain_scores_codex":[0.9995789,0.00001855276,0.00008537887,0.00009352229,0.0001080125,0.0001156436],"domain_scores_gemma":[0.9997203,0.00007275163,0.00001911516,0.00008427581,0.00002949409,0.00007410707],"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":[0.0000958025,0.000188276,0.001288524,0.0000728631,0.00009773723,0.0004865935,0.0005081535,0.000004650959,0.0175337,0.02629294,0.5494972,0.4039335],"study_design_scores_gemma":[0.0006404543,0.0003208223,0.02277687,0.00001781085,0.0000303209,0.00006304529,0.0001011435,0.001883193,0.0004428739,0.005664248,0.9680135,0.00004576658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1229425,0.0003252717,0.0001427144,0.3584044,0.001074913,0.0002826242,0.000004284675,0.0005054982,0.5163178],"genre_scores_gemma":[0.8410853,0.0001474209,0.000658093,0.002240327,0.0003931281,0.00001210109,0.00008817066,0.00001213495,0.1553633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7181429,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03495694312250469,"score_gpt":0.3641257901960312,"score_spread":0.3291688470735265,"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."}}