{"id":"W2525603312","doi":"10.1097/md.0000000000004826","title":"Training on an inexpensive tablet-based device is equally effective as on a standard laparoscopic box trainer","year":2016,"lang":"en","type":"article","venue":"Medicine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Trainer; Test (biology); Physical therapy; Knot tying; Laparoscopy; Statistical significance; Randomized controlled trial; Medical physics; Surgery","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":[0.0008915199,0.0003636372,0.0008293928,0.000360677,0.0001150152,0.0002901124,0.0003761115,0.0005348481,0.009551019],"category_scores_gemma":[0.002003737,0.0001170724,0.0004604564,0.0001554143,0.0002870138,0.0004294076,0.0003239648,0.0003758419,0.0005711045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001194518,"about_ca_system_score_gemma":0.0002076384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001967867,"about_ca_topic_score_gemma":0.0003821381,"domain_scores_codex":[0.9993607,0.0002621391,0.00005067663,0.00008613457,0.0001782528,0.00006217942],"domain_scores_gemma":[0.9986853,0.0006684785,0.0002742569,0.00005753712,0.00005572048,0.0002586931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1640718,0.06244372,0.02225688,0.004890309,0.000793802,0.0002718579,0.0002178675,0.0006978017,0.08797395,0.0002008415,0.001625296,0.6545559],"study_design_scores_gemma":[0.01586886,0.7195137,0.2376442,0.0006752269,0.0009512251,0.0005019488,0.0003642614,0.002003034,0.01627752,0.0001394519,0.006007331,0.00005322246],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957528,0.001629347,0.0005689327,0.0001713373,0.0001268315,0.0003053067,0.00007934593,0.00002467603,0.001341518],"genre_scores_gemma":[0.9909366,0.002003989,0.003780696,0.0002625881,0.000235603,0.000521559,0.0001806429,0.000009243499,0.002069118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009551019,"threshold_uncertainty_score":0.03195137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05829424684103186,"score_gpt":0.3649524021321201,"score_spread":0.3066581552910883,"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."}}