{"id":"W4390548011","doi":"10.1097/01.cot.0001005208.43612.0f","title":"Shop Talk","year":2024,"lang":"en","type":"article","venue":"Oncology Times","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001181461,0.0001024762,0.0001286343,0.00003878896,0.00003955622,0.00002019324,0.0001138668,0.0001929537,0.0005062469],"category_scores_gemma":[0.00002764574,0.00009173278,0.00009285936,0.00006716308,0.00008628092,0.000002498549,0.0000714052,0.00009252877,0.000205486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001692825,"about_ca_system_score_gemma":0.0002204019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001114622,"about_ca_topic_score_gemma":0.00003564294,"domain_scores_codex":[0.9993256,0.00003448624,0.0001085009,0.000278967,0.00005583807,0.0001965794],"domain_scores_gemma":[0.9996905,0.00001484612,0.000017307,0.0001896603,0.00002504576,0.00006262614],"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":[0.00003510181,0.00003956991,0.00003534675,0.00001763014,0.00009032281,0.00001590085,0.00005630213,0.000007031224,0.3562905,0.001303403,0.5438525,0.09825637],"study_design_scores_gemma":[0.0001855629,0.0001698005,0.0001154779,0.000006105652,0.00003268135,0.00008119411,0.00003318804,0.00004083235,0.02874051,0.0002164803,0.9702663,0.0001118325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2714932,0.1306193,0.001193485,0.004204492,0.01575976,0.0003989564,0.00007827646,0.0002163648,0.5760362],"genre_scores_gemma":[0.6912857,0.005887934,0.001656657,0.001956593,0.01118233,0.00009805176,0.0002134611,0.00007137248,0.2876479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4264139,"threshold_uncertainty_score":0.5543048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009514169854730938,"score_gpt":0.28668401313292,"score_spread":0.2771698432781891,"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."}}