{"id":"W3092968637","doi":"10.1245/s10434-020-09203-0","title":"Enthusiasm, Opinion Leaders, Comparative Advantage, and the Uptake Of Laparoscopic Resection For Colorectal Cancer Liver Metastases in Ontario, Canada: A Population-Based Cohort Study","year":2020,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Clinical Oncology Group; McMaster University","funders":"","keywords":"Medicine; Enthusiasm; Surgical oncology; Colorectal cancer; General surgery; Resection; Population; Cancer; Oncology; Internal medicine; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008845723,0.0002973475,0.0003962993,0.001211185,0.002339139,0.001636303,0.001307731,0.001077648,0.00384388],"category_scores_gemma":[0.004871591,0.0004284941,0.0007525757,0.003514423,0.00113676,0.0005553018,0.0007380578,0.001064973,0.0003255463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02204341,"about_ca_system_score_gemma":0.02713001,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9848673,"about_ca_topic_score_gemma":0.9896321,"domain_scores_codex":[0.9987586,0.0001428251,0.00008477807,0.0001587099,0.0003655471,0.0004896633],"domain_scores_gemma":[0.9946818,0.0004559658,0.001646672,0.0002051527,0.001608037,0.001402422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006741484,0.00002682956,0.9978949,0.0000107026,0.00003828425,0.00004510209,0.0006005241,0.00002669332,0.00004455929,0.00005020037,0.0005360592,0.0006588402],"study_design_scores_gemma":[0.00001543891,0.00002184746,0.9975896,0.00001407303,0.00002760556,0.00003736903,0.001726533,0.0001393424,0.00001337271,0.0000217324,0.0003815783,0.00001159441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946517,0.0004024786,0.00004015682,0.0006620372,0.00001667027,0.00003074911,0.002110815,0.000004892901,0.002080473],"genre_scores_gemma":[0.9985268,0.0001994728,0.00003731403,0.000122348,0.00001120076,0.00001073332,0.0004732262,0.000003328847,0.0006155007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02204341,"threshold_uncertainty_score":0.1599368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2104189131728961,"score_gpt":0.3805942003781996,"score_spread":0.1701752872053035,"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."}}