{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002324911,0.0003653557,0.003503048,0.0001573135,0.00009455707,0.0001623087,0.0001472199,0.000208404,0.001452247],"category_scores_gemma":[0.003183782,0.0002662465,0.00120861,0.000618128,0.0005050022,0.0004233951,0.00009481229,0.000252752,0.0000515341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001663813,"about_ca_system_score_gemma":0.0008331431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004094905,"about_ca_topic_score_gemma":0.000003344484,"domain_scores_codex":[0.9963956,0.0004961652,0.001582902,0.0006114505,0.0004781532,0.0004356856],"domain_scores_gemma":[0.9844143,0.01454995,0.0003561873,0.0002191275,0.0002363933,0.000224043],"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":[0.9680898,0.0002585489,0.0004995313,0.00007753927,0.001449055,0.000129315,0.0003785356,0.0006688377,0.00004597564,0.01295603,0.0001222008,0.01532458],"study_design_scores_gemma":[0.9456812,0.0001064981,0.0003002876,0.001041715,0.0008135274,0.0002463216,0.0002694068,0.04037545,0.0000819669,0.01050419,0.0002686461,0.0003108008],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339085,0.000512801,0.00952402,0.0002200553,0.002806371,0.004013499,0.0001487036,0.00015207,0.04871398],"genre_scores_gemma":[0.9967299,0.00006196446,0.002249631,0.0001999218,0.0001882047,0.0002695106,0.00007707503,0.00002965547,0.0001942128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06282133,"threshold_uncertainty_score":0.999979,"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."}}