{"id":"W2154189717","doi":"10.1089/tmj.2006.0076","title":"Laparoscopic Learning Evaluation over the Internet","year":2007,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Process (computing); Training system; Computer science; Laparoscopy; Medicine; General surgery; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002577572,0.0003422943,0.0003221019,0.002634591,0.0002672022,0.0009180488,0.0004421915,0.0002609215,0.02000424],"category_scores_gemma":[0.01209926,0.00009291422,0.0002457539,0.001165362,0.0001587683,0.0009473054,0.0007750191,0.0002369188,0.00284425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005441279,"about_ca_system_score_gemma":0.000576987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152182,"about_ca_topic_score_gemma":0.001792218,"domain_scores_codex":[0.9960918,0.00202854,0.0003641037,0.0002266829,0.001170107,0.0001187709],"domain_scores_gemma":[0.9895593,0.004368441,0.0006119818,0.0005955065,0.004395906,0.0004688165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001406714,0.0006586838,0.04091861,0.0003504195,0.00004954731,0.000276765,0.0003576369,0.001804476,0.006703474,0.0008018012,0.02080027,0.9258716],"study_design_scores_gemma":[0.001540064,0.00543568,0.5954649,0.001132061,0.0004243212,0.004514139,0.002627342,0.08980339,0.07323799,0.006292031,0.2190793,0.0004488227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6199963,0.00264244,0.1370228,0.001389715,0.000367412,0.004562463,0.007898444,0.008711313,0.217409],"genre_scores_gemma":[0.8707728,0.001804051,0.08312833,0.0004425025,0.0003640381,0.002324791,0.006160671,0.0005365798,0.03446621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02000424,"threshold_uncertainty_score":0.06692088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07403757104836593,"score_gpt":0.4093604568481741,"score_spread":0.3353228857998081,"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."}}