{"id":"W4409685266","doi":"10.3390/clinpract15050082","title":"Microvascular Anastomosis in Practice: A Pilot Study on Microsurgical Training Efficiency","year":2025,"lang":"en","type":"article","venue":"Clinics and Practice","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Microsurgery; Randomized controlled trial; Protocol (science); Test (biology); Curriculum; Physical therapy; Anastomosis; Surgery; Medical physics; Psychology","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":[0.003433851,0.0004204718,0.0004026959,0.0005572562,0.0005194103,0.0004162131,0.0004989307,0.0005483885,0.002475944],"category_scores_gemma":[0.006653878,0.0003287858,0.000451358,0.0003437678,0.0005552857,0.0005713453,0.000571712,0.000639143,0.0004743528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006757765,"about_ca_system_score_gemma":0.001248073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001887207,"about_ca_topic_score_gemma":0.003486029,"domain_scores_codex":[0.9981263,0.0007999979,0.00009600927,0.0002280093,0.0004318376,0.0003178437],"domain_scores_gemma":[0.9948859,0.001928169,0.000765647,0.0004065566,0.0007633696,0.001250273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02387964,0.3348337,0.5079212,0.0004245756,0.0002393633,0.0007556078,0.01273261,0.001069581,0.01473723,0.0001628837,0.0007554421,0.1024881],"study_design_scores_gemma":[0.002149132,0.2760968,0.7147412,0.00003454225,0.00007730493,0.0001995277,0.002352011,0.0008689439,0.002552374,0.00004911345,0.0008489326,0.00003016261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995128,0.000008795831,0.00005441334,0.000006034648,0.000001673915,0.0002289609,0.00001625853,0.000002029358,0.0001691127],"genre_scores_gemma":[0.9982818,0.00003981663,0.0005792068,0.00001924806,0.000005990255,0.0005255679,0.00006294432,0.000002045138,0.0004833686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003433851,"threshold_uncertainty_score":0.01816016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09958148533864859,"score_gpt":0.4379209066060621,"score_spread":0.3383394212674135,"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."}}