{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188524,0.001306587,0.0009296705,0.00157878,0.002743719,0.008505732,0.001886203,0.003721544,0.8424251],"category_scores_gemma":[0.00773969,0.0004433733,0.0009764675,0.0009603584,0.0006345066,0.004967065,0.005044887,0.004144196,0.7659904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436743,"about_ca_system_score_gemma":0.00214209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659053,"about_ca_topic_score_gemma":0.003205435,"domain_scores_codex":[0.9986752,0.0001803813,0.00005989447,0.0002656183,0.0006032012,0.0002156634],"domain_scores_gemma":[0.9952624,0.0004556419,0.0001336799,0.0003632875,0.001750247,0.00203465],"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":[0.0000184561,0.00001633459,0.00005571045,0.00003782233,0.000001779536,0.00004760725,0.00003054131,0.00001398174,0.00006675367,0.001169586,0.9705102,0.02803118],"study_design_scores_gemma":[0.000004030012,0.000006346106,0.00008605345,0.00002978966,0.000001050301,0.0000520177,0.0000699723,0.00001840327,0.00002978318,0.0004856123,0.999213,0.000004046545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0006810612,0.002241396,0.002618851,0.02510118,0.05439663,0.0002931835,0.003179954,0.004513838,0.9069739],"genre_scores_gemma":[0.002364159,0.001027502,0.0006907949,0.009242998,0.006168572,0.0001052259,0.001700042,0.00112064,0.9775801],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.8424251,"threshold_uncertainty_score":0,"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."}}