{"id":"W3107664846","doi":"10.2196/21273","title":"An Educational Network for Surgical Education Supported by Gamification Elements: Protocol for a Randomized Controlled Trial","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Ontario Tech University; Université de Montréal","funders":"","keywords":"Randomized controlled trial; Medical education; Blinding; Usability; Protocol (science); Medicine; Psychology; Multimedia; Computer science; Surgery; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.03091672,0.007313377,0.01317565,0.002900844,0.002519685,0.003752951,0.00316755,0.008109709,0.06365909],"category_scores_gemma":[0.03465344,0.002467162,0.004140316,0.003848553,0.003623739,0.002790169,0.001627914,0.006704476,0.00815191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004100434,"about_ca_system_score_gemma":0.01087098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002110017,"about_ca_topic_score_gemma":0.002970781,"domain_scores_codex":[0.9747489,0.01517308,0.002757652,0.00213713,0.002834328,0.002348906],"domain_scores_gemma":[0.9830603,0.006357054,0.00377734,0.002154833,0.003113638,0.001536803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.914484,0.01404018,0.0006322702,0.01862996,0.002210175,0.0002052419,0.0003771731,0.002084369,0.001921104,0.003617354,0.01273446,0.02906385],"study_design_scores_gemma":[0.9432517,0.02702544,0.001313616,0.002523338,0.0009369259,0.00003627324,0.0001304325,0.002703598,0.0009217847,0.002396666,0.01866252,0.00009779225],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002286908,0.000316482,0.001516728,0.0001145388,0.0004385106,0.9939073,0.000695625,0.0001148686,0.0006091407],"genre_scores_gemma":[0.001823029,0.00007630673,0.001456615,0.00008433442,0.00002794933,0.9962475,0.00004311635,0.000004503082,0.0002365738],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06365909,"threshold_uncertainty_score":0.2129609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2250535915823396,"score_gpt":0.5891674060604624,"score_spread":0.3641138144781227,"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."}}