{"id":"W4399119567","doi":"10.1097/sla.0000000000006367","title":"Opportunities and Applications of Educational Technologies in Surgical Education and Assessment","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Scrutiny; Delphi method; Multidisciplinary approach; Delphi; Quality (philosophy); Best practice; Process (computing); Construct (python library); Curriculum; Medical education; Computer science; Management","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":[0.04863052,0.0007074664,0.0003131883,0.006012212,0.001329252,0.00536954,0.00108206,0.002017519,0.006122589],"category_scores_gemma":[0.05225504,0.0004690306,0.001035142,0.003094248,0.003446925,0.009605858,0.00447591,0.002423035,0.001272923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004249441,"about_ca_system_score_gemma":0.008300814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001514313,"about_ca_topic_score_gemma":0.002799118,"domain_scores_codex":[0.9579068,0.03118537,0.002507462,0.0008535738,0.006202619,0.001344275],"domain_scores_gemma":[0.932924,0.05326465,0.002731668,0.002118181,0.007639222,0.001322341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001631362,0.000187865,0.008906717,0.0043026,0.000045877,0.0004259725,0.007815165,0.001906067,0.00291905,0.06253327,0.008993716,0.9018006],"study_design_scores_gemma":[0.00005991003,0.0007148556,0.0244208,0.02461097,0.0001150641,0.003260976,0.01933197,0.006352094,0.008190894,0.08177396,0.8309432,0.0002252095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.07967606,0.1400557,0.3629646,0.1753081,0.002883857,0.002326115,0.0005979941,0.000811018,0.2353766],"genre_scores_gemma":[0.4181508,0.08388925,0.4750254,0.008828724,0.001102743,0.001864346,0.0003335192,0.0001897465,0.01061546],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04863052,"threshold_uncertainty_score":0.2571859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2959334362582263,"score_gpt":0.4423031192193594,"score_spread":0.1463696829611332,"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."}}