{"id":"W4377088356","doi":"10.1097/01.cot.0000937000.03095.fb","title":"Shop talk","year":2023,"lang":"en","type":"article","venue":"Oncology Times","topic":"Biomedical Ethics and Regulation","field":"Medicine","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":[0.001210111,0.001251487,0.0008818969,0.001430465,0.002938409,0.007518935,0.001811635,0.00395138,0.8605343],"category_scores_gemma":[0.007944523,0.0004365312,0.0009200015,0.0008918573,0.0006479983,0.004947082,0.004999689,0.004104035,0.7711798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323823,"about_ca_system_score_gemma":0.002062639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001877485,"about_ca_topic_score_gemma":0.00401517,"domain_scores_codex":[0.9987512,0.0001942025,0.00005429721,0.0002352761,0.0005341095,0.0002309845],"domain_scores_gemma":[0.9955199,0.0004750652,0.0001224882,0.0003304686,0.001534819,0.002017285],"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":[0.00001792224,0.00001722182,0.00005096888,0.00003164811,0.000001358838,0.00004960889,0.00003293364,0.000009701975,0.00004314512,0.001095915,0.9735171,0.02513241],"study_design_scores_gemma":[0.000004812315,0.000007106825,0.00009307948,0.00003048632,8.565941e-7,0.00005880193,0.00009602618,0.00001374859,0.00002035542,0.0004783963,0.9991927,0.000003762037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0006694448,0.001805571,0.001817029,0.02699345,0.04518323,0.000275953,0.002740287,0.003170288,0.9173447],"genre_scores_gemma":[0.002136808,0.0007709118,0.000500427,0.01009757,0.004647022,0.00009996283,0.001299078,0.0008167269,0.9796314],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.8605343,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03495694312250469,"score_gpt":0.3641257901960312,"score_spread":0.3291688470735265,"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."}}