{"id":"W3093834129","doi":"10.1177/1553350620967852","title":"Periodic Kinesthetic Guidance Cannot Expedite Learning Surgical Skills","year":2020,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Royal College of Physicians and Surgeons of Canada; Royal Alexandra Hospital Foundation","keywords":"Kinesthetic learning; Haptic technology; Session (web analytics); Task (project management); Dreyfus model of skill acquisition; Virtual reality; Laparoscopic surgery; Medicine; Computer science; Human–computer interaction; Physical medicine and rehabilitation; Simulation; Psychology; Laparoscopy; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007407527,0.0001783922,0.0002220693,0.0001169468,0.0001036487,0.0002236457,0.0002928475,0.0003046092,0.00523799],"category_scores_gemma":[0.003285721,0.0001016761,0.0001324031,0.00005713565,0.0003212399,0.0002518225,0.0004063917,0.0002434294,0.0003977466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008857524,"about_ca_system_score_gemma":0.0003442854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001799865,"about_ca_topic_score_gemma":0.0004100937,"domain_scores_codex":[0.9994159,0.0001613116,0.00004364584,0.00008538254,0.0002196745,0.00007419608],"domain_scores_gemma":[0.9976553,0.001352495,0.0003767101,0.0002026705,0.0001407277,0.0002721356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.008668445,0.0073616,0.05334191,0.001973074,0.0001851152,0.0003888159,0.001505757,0.001873123,0.3316469,0.0006999641,0.001126014,0.5912291],"study_design_scores_gemma":[0.001360064,0.1489245,0.7310002,0.0004934351,0.0002597911,0.003048878,0.001461286,0.01199337,0.0854774,0.001405903,0.01448692,0.00008832213],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966925,0.0001943356,0.002144916,0.00004701849,0.00002601984,0.0000484547,0.00001344217,0.00001857815,0.0008146427],"genre_scores_gemma":[0.9954746,0.0001509873,0.003375198,0.00003830692,0.00002036816,0.00007262232,0.00002898317,0.000003004642,0.000835875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00523799,"threshold_uncertainty_score":0.01752287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03657556767088504,"score_gpt":0.3161204840554501,"score_spread":0.279544916384565,"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."}}