{"id":"W3178629691","doi":"10.1002/jso.26562","title":"From telementorship to automation","year":2021,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mentorship; Medicine; Surgical robot; Robotics; Automation; Robot; Robotic surgery; Service (business); Surgical procedures; Patient care; Surgery; Medical physics; Engineering management; Medical education; Artificial intelligence; Nursing; Engineering; Computer science; Mechanical engineering","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":[0.001186237,0.0003963853,0.0001386802,0.0005872102,0.001202541,0.004380011,0.0007047195,0.00115837,0.01697517],"category_scores_gemma":[0.002624101,0.0001358976,0.0002019331,0.0006370258,0.003992421,0.004300668,0.003655276,0.00138223,0.002950472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001247513,"about_ca_system_score_gemma":0.001287187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376028,"about_ca_topic_score_gemma":0.001011292,"domain_scores_codex":[0.9984451,0.0006825205,0.0000451474,0.0001746346,0.0004453242,0.0002073379],"domain_scores_gemma":[0.9985574,0.0005921877,0.000135752,0.0002960058,0.0001495588,0.0002692646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001227133,0.00009681634,0.001950552,0.000235975,0.00001514347,0.0004406761,0.004728492,0.001567022,0.00182555,0.5403241,0.03262785,0.416065],"study_design_scores_gemma":[0.00001824062,0.0001554554,0.001754341,0.0004104839,0.000006030155,0.0006053241,0.003646816,0.001434715,0.002369937,0.1228408,0.8667296,0.00002821667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05265057,0.01922047,0.07882,0.0502578,0.001925268,0.00007923093,0.0001167142,0.0007476347,0.7961823],"genre_scores_gemma":[0.8240792,0.01568314,0.01520527,0.003217138,0.001213031,0.00008371154,0.00007632934,0.0001329763,0.1403092],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01697517,"threshold_uncertainty_score":0.05678761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05744965058772566,"score_gpt":0.3839020847838992,"score_spread":0.3264524341961735,"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."}}