{"id":"W4392284823","doi":"10.1097/01.cot.0001009960.35967.4e","title":"Shop Talk","year":2024,"lang":"en","type":"article","venue":"Oncology Times","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":[0.001285777,0.001367062,0.0009325672,0.001548381,0.002483069,0.007474116,0.001882662,0.004040861,0.8315043],"category_scores_gemma":[0.008409406,0.0004288856,0.001008831,0.0008690324,0.0006459986,0.004469653,0.004389656,0.004261489,0.7495313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001336855,"about_ca_system_score_gemma":0.002128551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407529,"about_ca_topic_score_gemma":0.002757984,"domain_scores_codex":[0.9987428,0.0001827683,0.00006025035,0.000251656,0.0005479752,0.0002145165],"domain_scores_gemma":[0.9949908,0.0005123292,0.000142018,0.0003197608,0.001779124,0.00225602],"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":[0.00002022529,0.00001670185,0.00005937961,0.00003905058,0.00000173302,0.00005228262,0.00002578648,0.00001192378,0.00005665259,0.0008418355,0.9693102,0.02956425],"study_design_scores_gemma":[0.000005639542,0.000008697936,0.0001061465,0.00003972891,0.000001363789,0.00008231935,0.00007542314,0.00001810314,0.00003201845,0.0005239355,0.9991021,0.000004499242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.000841183,0.003466202,0.002861415,0.04110638,0.0843038,0.0003438017,0.003530042,0.004449514,0.8590977],"genre_scores_gemma":[0.002596305,0.001446102,0.0007161791,0.01424603,0.00919494,0.0001159426,0.001643792,0.0009989889,0.9690418],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8315043,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03799525440205204,"score_gpt":0.3993102726449843,"score_spread":0.3613150182429322,"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."}}