{"id":"W4395661406","doi":"10.1097/01.cot.0001017128.07056.c1","title":"Shop Talk","year":2024,"lang":"en","type":"article","venue":"Oncology Times","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; 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":[0.00006091749,0.00006341001,0.0001707508,0.00007540371,0.00002015878,0.000007915951,0.00002917859,0.00008100141,0.007267844],"category_scores_gemma":[0.00003574015,0.00004262588,0.00007265745,0.000209773,0.00004097185,0.00002632067,0.00001935475,0.0001027317,0.001369346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000131745,"about_ca_system_score_gemma":0.0001324799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001946592,"about_ca_topic_score_gemma":0.000004810671,"domain_scores_codex":[0.9995434,0.00001589377,0.00008935251,0.0001459672,0.00008014169,0.0001252768],"domain_scores_gemma":[0.9996822,0.0001298552,0.000008099487,0.00008444734,0.00001563251,0.00007972838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004889373,0.0004753475,0.003054236,0.0001604477,0.0005951747,0.003310757,0.0002027774,8.069498e-7,0.002569253,0.007409684,0.1761582,0.8055744],"study_design_scores_gemma":[0.001076253,0.001005496,0.001636405,0.00003825866,0.0001678951,0.0001850417,0.00003063377,0.00005570236,0.001369435,0.001084007,0.9932995,0.00005134414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04513497,0.009011052,0.00003415723,0.01219013,0.001004985,0.0001906129,0.0000080404,0.0002380658,0.932188],"genre_scores_gemma":[0.8541273,0.0002162261,0.000620509,0.001294619,0.0005811703,0.00003693889,0.0000236464,0.00001477568,0.1430848],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8171413,"threshold_uncertainty_score":0.9994082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812684855479615,"score_gpt":0.3540517784519872,"score_spread":0.3259249298971911,"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."}}