{"id":"W1995280943","doi":"10.1111/j.1365-2929.2005.02347.x","title":"Randomised, controlled study investigating the optimal instructor: student ratios for teaching suturing skills","year":2005,"lang":"en","type":"article","venue":"Medical Education","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Staffing; Test (biology); Medical education; Teaching method; Psychology; Task (project management); Mathematics education; Medicine; Nursing; 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":[0.00879773,0.00139069,0.004299549,0.001012569,0.000943146,0.001506466,0.001893635,0.00369332,0.01127557],"category_scores_gemma":[0.01931683,0.0009314473,0.001156581,0.0008275329,0.002390273,0.001810223,0.0009842471,0.002603307,0.001186819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091755,"about_ca_system_score_gemma":0.002748585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007100763,"about_ca_topic_score_gemma":0.001242901,"domain_scores_codex":[0.9906592,0.005876605,0.001052041,0.0010974,0.0007621736,0.0005526299],"domain_scores_gemma":[0.9827155,0.01048024,0.002595855,0.0006965707,0.0008927766,0.002618944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9452907,0.03052892,0.001265991,0.001446825,0.0004273799,0.00005175069,0.0002190914,0.0001574503,0.001553787,0.0001523521,0.0003950491,0.01851081],"study_design_scores_gemma":[0.7452425,0.2510153,0.002087066,0.00009371588,0.0002394849,0.00002318684,0.00008991679,0.0002212813,0.000429356,0.0001519309,0.0003846919,0.00002150258],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646533,0.004829841,0.001790601,0.0004754111,0.001495051,0.02492481,0.0004058809,0.0001196987,0.001305352],"genre_scores_gemma":[0.9497797,0.001825522,0.007230264,0.0007037856,0.0008630766,0.03753665,0.0002138292,0.00001937601,0.001827839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127557,"threshold_uncertainty_score":0.04652745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004468521203510294,"score_gpt":0.2877683855484258,"score_spread":0.2832998643449155,"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."}}