{"id":"W2879023622","doi":"10.1055/s-0038-1637527","title":"LEARNING ERCP WITH THE BOŠKOSKI-COSTAMAGNA MECHANICAL SIMULATOR: A SINGLE TRAINEE'S EXPERIENCE","year":2018,"lang":"en","type":"article","venue":"Endoscopy","topic":"Mechanics and Biomechanics Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke","funders":"","keywords":"Learning curve; Medicine; Competence (human resources); Simulation; Medical education; Medical physics; Computer science; Operating system; Psychology","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":[0.001986743,0.000578953,0.000720126,0.0006267116,0.0005798316,0.000693461,0.0006885083,0.0008527905,0.004086666],"category_scores_gemma":[0.00556221,0.0002441602,0.0008271703,0.0001734689,0.0003425429,0.0009632849,0.001984913,0.0009293827,0.0008274824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004051761,"about_ca_system_score_gemma":0.001024298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008135805,"about_ca_topic_score_gemma":0.001456754,"domain_scores_codex":[0.9988275,0.0002586998,0.0001019557,0.0001911401,0.0002925055,0.0003281053],"domain_scores_gemma":[0.9955963,0.001033647,0.0003156018,0.0002803463,0.0006628929,0.002111239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.004712768,0.06623339,0.3537971,0.0008342315,0.0004176338,0.007535852,0.02117177,0.004911182,0.07681955,0.0002616632,0.003426733,0.4598781],"study_design_scores_gemma":[0.0006728278,0.1985452,0.6904037,0.0003956596,0.0004986047,0.01941675,0.01361925,0.007802833,0.05239082,0.0005428694,0.01515364,0.0005579274],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974743,0.0001094105,0.00149322,0.00007393859,0.00001484016,0.0000927037,0.00003846566,0.00003076598,0.0006723957],"genre_scores_gemma":[0.9946449,0.0002568313,0.002782772,0.0001382317,0.00003432362,0.0001363681,0.0001377761,0.00001801322,0.001850876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004086666,"threshold_uncertainty_score":0.01367128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276038197732862,"score_gpt":0.2228343397736408,"score_spread":0.2100739577963122,"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."}}