{"id":"W4405642153","doi":"10.1097/gox.0000000000006403","title":"Randomized Controlled Trial: Acquisition of Basic Microsurgical Skills Through Smartphone Training Model","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microsurgery; Randomized controlled trial; Anastomosis; Medicine; Test (biology); Surgery; Physical therapy","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":[0.003257962,0.002203091,0.007222263,0.0007582653,0.0008114428,0.001409654,0.001728949,0.004083848,0.01582729],"category_scores_gemma":[0.006281437,0.0009473021,0.00253342,0.0007663706,0.001643589,0.001682836,0.0007952402,0.003297318,0.001558714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177522,"about_ca_system_score_gemma":0.002839805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001972249,"about_ca_topic_score_gemma":0.003006952,"domain_scores_codex":[0.9966868,0.001572192,0.0003958997,0.0006091475,0.0003202259,0.0004158619],"domain_scores_gemma":[0.9957985,0.001540872,0.001052806,0.0003356108,0.0005291354,0.000743043],"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":[0.9862481,0.007505001,0.0002506349,0.0008375491,0.0004530896,0.00001522573,0.0000352953,0.00008434249,0.0004440133,0.00006917086,0.0002951083,0.003762369],"study_design_scores_gemma":[0.8986571,0.09786688,0.001581423,0.0001119936,0.000583373,0.000009839745,0.00004330859,0.0002667472,0.0002590425,0.0001083844,0.0004957699,0.00001606574],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359307,0.006520512,0.001689511,0.001079006,0.002722176,0.04637846,0.001976022,0.0002874644,0.003416182],"genre_scores_gemma":[0.8830703,0.002868545,0.006661137,0.001179588,0.0008913258,0.09833844,0.0007882917,0.00003285742,0.006169449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01582729,"threshold_uncertainty_score":0.05294758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04426159208019628,"score_gpt":0.3276658114251029,"score_spread":0.2834042193449067,"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."}}