{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003311761,0.00008963462,0.0003452048,0.0001327813,0.00005050038,0.0000125679,0.00006643925,0.0001997215,0.009140402],"category_scores_gemma":[0.0001250172,0.00006614233,0.00007925641,0.0001731401,0.0002124504,0.0000414147,0.0000460161,0.0003050108,0.002821652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706201,"about_ca_system_score_gemma":0.0007620943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001662684,"about_ca_topic_score_gemma":0.000007883119,"domain_scores_codex":[0.9991502,0.00005998021,0.0001583754,0.0002205612,0.000141014,0.0002699303],"domain_scores_gemma":[0.9992546,0.0003746177,0.00001288826,0.0001740533,0.00004389562,0.0001399352],"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":[0.0003228475,0.0004432092,0.03953974,0.0002757813,0.000680685,0.006796446,0.0006576227,5.897467e-7,0.006172163,0.0210208,0.7969443,0.1271459],"study_design_scores_gemma":[0.0006665312,0.001200678,0.008481619,0.00007833429,0.0002446244,0.001172081,0.000151879,0.002398318,0.0003215825,0.001502786,0.9836963,0.00008523581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.155043,0.00339474,0.0001808194,0.01457096,0.0003564501,0.0002497351,0.00000403242,0.00021269,0.8259876],"genre_scores_gemma":[0.6316975,0.0003940775,0.003194874,0.001009644,0.0005237096,0.00007032674,0.00002360796,0.00002452829,0.3630617],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4766546,"threshold_uncertainty_score":0.9979548,"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."}}