{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002576755,0.00007251792,0.0002407566,0.00002464312,0.000156928,0.00001279476,0.00006232307,0.0000455391,0.00003701862],"category_scores_gemma":[0.0001740171,0.00004236535,0.00003714647,0.00002867755,0.00007413878,0.0000549565,0.00002549192,0.00009474948,0.00000625549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001688938,"about_ca_system_score_gemma":0.000006905567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007963504,"about_ca_topic_score_gemma":8.780548e-7,"domain_scores_codex":[0.9993534,0.00001852499,0.0001516364,0.00009931367,0.0002742865,0.0001028105],"domain_scores_gemma":[0.9987304,0.0008183862,0.0001104992,0.0002512759,0.00003832657,0.00005107097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01886839,0.003686413,0.7199964,0.002439934,0.00122446,0.0001037428,0.002533601,0.001194515,0.02438324,0.00243977,0.00002313844,0.2231064],"study_design_scores_gemma":[0.01225537,0.005239358,0.7753695,0.004391226,0.0001759191,0.000008307284,0.00005048045,0.04102503,0.1611632,0.00002437424,0.0001370027,0.0001601883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937298,0.00006215984,0.000001126352,0.0002810319,0.00002152426,0.0001885143,6.642734e-7,0.00001168853,0.00570348],"genre_scores_gemma":[0.999621,0.0001178892,0.00003918218,0.00005834836,0.00006419477,0.000006261978,0.00000305362,0.000007159817,0.00008287111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2229462,"threshold_uncertainty_score":0.1727609,"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."}}