{"id":"W2020544282","doi":"10.1016/j.suronc.2010.09.004","title":"Objective assessment, selection, and certification in surgery","year":2010,"lang":"en","type":"article","venue":"Surgical Oncology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Certification; Competence (human resources); Selection (genetic algorithm); Computer science; Risk analysis (engineering); Variety (cybernetics); Medical physics; Medicine; Psychology; Artificial intelligence","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":[0.01409977,0.0003600035,0.0003488039,0.002255029,0.001358128,0.00194881,0.0009189284,0.001054224,0.004775553],"category_scores_gemma":[0.07958262,0.0002149925,0.0003448843,0.0009559049,0.001100501,0.001486998,0.002192471,0.00104033,0.0009391203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457376,"about_ca_system_score_gemma":0.006630197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004483032,"about_ca_topic_score_gemma":0.01464686,"domain_scores_codex":[0.988022,0.0063508,0.0009405135,0.0004053074,0.003312089,0.0009692744],"domain_scores_gemma":[0.9333429,0.02539094,0.01605234,0.001461881,0.01489894,0.008853026],"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":[0.0004379718,0.00139918,0.8789494,0.0001538756,0.00002866683,0.0001267015,0.0008648286,0.0005263654,0.0002191107,0.001149733,0.008673983,0.1074701],"study_design_scores_gemma":[0.00007325335,0.001157425,0.9758135,0.0004508235,0.00003313689,0.0005818232,0.004447708,0.003316718,0.0009702924,0.002981699,0.01011261,0.00006103293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386883,0.002132927,0.004213505,0.008506159,0.0005955196,0.0006095,0.0005797975,0.00009678445,0.04457752],"genre_scores_gemma":[0.9929859,0.0005522343,0.003100393,0.0004204933,0.0001078269,0.0001778536,0.0002292341,0.00001405158,0.002412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01409977,"threshold_uncertainty_score":0.07456762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04181119450101596,"score_gpt":0.3838090050955653,"score_spread":0.3419978105945494,"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."}}