{"id":"W4413040456","doi":"10.1097/sla.0000000000006865","title":"Assessing Surgical Innovation","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; MEDLINE; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02875041,0.001071429,0.001024841,0.01126263,0.0009665475,0.00440024,0.001688103,0.00156225,0.02809837],"category_scores_gemma":[0.1290783,0.0002773394,0.002043336,0.004390437,0.002266256,0.005797772,0.006151228,0.001889397,0.005343177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003622334,"about_ca_system_score_gemma":0.006746083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007551209,"about_ca_topic_score_gemma":0.001014768,"domain_scores_codex":[0.9637345,0.01228578,0.005853422,0.002506881,0.01416417,0.001455238],"domain_scores_gemma":[0.8767958,0.04050637,0.03876999,0.005432937,0.02825964,0.01023521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005598208,0.0004868208,0.5196016,0.005063461,0.001053008,0.000136156,0.001809974,0.002259383,0.0002371783,0.02054055,0.05041482,0.3978373],"study_design_scores_gemma":[0.0002802191,0.00283803,0.6663962,0.009327991,0.0008069151,0.001587059,0.006336721,0.003288705,0.0009706668,0.04083821,0.2669897,0.0003395687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3614287,0.03462945,0.03965717,0.06082579,0.005476674,0.007263836,0.04037753,0.0009419104,0.449399],"genre_scores_gemma":[0.9241356,0.01391665,0.0260528,0.005846119,0.002446723,0.004855485,0.01186878,0.0001655826,0.01071221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02875041,"threshold_uncertainty_score":0.1520486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5738327413434716,"score_gpt":0.4089809908411693,"score_spread":0.1648517505023023,"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."}}