{"id":"W2768122085","doi":"10.1371/journal.pone.0188233","title":"The effect of observing novice and expert performance on acquisition of surgical skills on a robotic platform","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Intuitive Surgical","keywords":"Dreyfus model of skill acquisition; Observational study; Task (project management); Curriculum; Intervention (counseling); Test (biology); Control (management); Medical education; Computer science; Medicine; Applied psychology; Artificial intelligence; Psychology; Engineering; Nursing","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":[0.001231787,0.0003807037,0.0002709959,0.000180022,0.0001819276,0.000404563,0.0003754191,0.0004449653,0.002399378],"category_scores_gemma":[0.008848216,0.0001752678,0.0002533399,0.00006378241,0.0003561462,0.0003874143,0.0006112188,0.0005824632,0.0002249633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002771063,"about_ca_system_score_gemma":0.0004704783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009068093,"about_ca_topic_score_gemma":0.001847744,"domain_scores_codex":[0.9993178,0.0002047018,0.00004917544,0.0001229463,0.0001739994,0.0001313098],"domain_scores_gemma":[0.990772,0.004240699,0.001824762,0.000423914,0.0004215093,0.002317024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06421989,0.0664279,0.4042493,0.001409453,0.0005424343,0.0004149127,0.007384204,0.004609143,0.1346475,0.0002408482,0.001562115,0.3142923],"study_design_scores_gemma":[0.0005214061,0.0668363,0.9177493,0.0001136053,0.0001441857,0.0001721285,0.00103405,0.001869965,0.01051491,0.0001674147,0.0008163623,0.00006036071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995715,0.00003023115,0.0001079107,0.00001149532,0.000004143617,0.00002038352,0.000009175035,0.000005089344,0.0002399341],"genre_scores_gemma":[0.9988157,0.00006779658,0.0006489086,0.00001084952,0.000004817505,0.00003872006,0.00003126852,0.000001969978,0.0003800207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002399378,"threshold_uncertainty_score":0.008026719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04974269524787637,"score_gpt":0.2950393867204226,"score_spread":0.2452966914725463,"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."}}