{"id":"W2140339459","doi":"10.1016/j.wneu.2010.04.005","title":"Informatic Surgery: The Union of Surgeon and Machine","year":2010,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Apprenticeship; Standardization; Robotics; Modalities; Robotic surgery; Neurosurgery; Medical physics; Artificial intelligence; Robot; Surgery; Computer science","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":[0.007666176,0.0006733718,0.0006913768,0.003001221,0.003319937,0.01843718,0.001000312,0.005587302,0.02244],"category_scores_gemma":[0.01332077,0.0003623874,0.0004095805,0.003325229,0.01529984,0.01456588,0.006008016,0.006541747,0.005760922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003431538,"about_ca_system_score_gemma":0.007264769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001762738,"about_ca_topic_score_gemma":0.002227437,"domain_scores_codex":[0.9932532,0.003579208,0.0004560405,0.0007241868,0.0016631,0.0003242307],"domain_scores_gemma":[0.9847769,0.007799194,0.001168972,0.002039673,0.001862885,0.002352324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003803685,0.00002746993,0.0005955181,0.0001779185,0.00001080495,0.00006075043,0.001549603,0.0001842932,0.0001862297,0.7909204,0.09911851,0.1071306],"study_design_scores_gemma":[0.000007592123,0.0000242303,0.000539551,0.000424889,0.000006985385,0.000239725,0.001807849,0.0003801351,0.0001947104,0.1629688,0.833387,0.00001863301],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005986798,0.1569297,0.03956513,0.3002452,0.02646388,0.00004790891,0.000235695,0.0005048869,0.4700209],"genre_scores_gemma":[0.3846895,0.1587611,0.04869868,0.05193568,0.05188016,0.0003122742,0.0006628869,0.0006305126,0.3024293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02244,"threshold_uncertainty_score":0.07506925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975422945969333,"score_gpt":0.2586333612899276,"score_spread":0.2288791318302343,"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."}}