{"id":"W4399418361","doi":"10.1055/s-0044-1786982","title":"Gathering Dust—Resistance to Simulator-based Deliberate Practice in Microsurgical Training","year":2024,"lang":"en","type":"article","venue":"Journal of Reconstructive Microsurgery Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Royal College of Physicians and Surgeons of Canada; University of Dundee","keywords":"Training (meteorology); Resistance (ecology); Simulation; Simulation training; Computer science; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.01880418,0.0003852324,0.0004653842,0.0008248204,0.004373888,0.004312763,0.002264859,0.002281496,0.003046143],"category_scores_gemma":[0.06256863,0.0006132185,0.0005987327,0.0003928886,0.009241845,0.002085629,0.005460155,0.002873634,0.0004773512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002279016,"about_ca_system_score_gemma":0.003558738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900243,"about_ca_topic_score_gemma":0.002600264,"domain_scores_codex":[0.9596772,0.03210808,0.001315149,0.001350527,0.003879976,0.001669121],"domain_scores_gemma":[0.9237251,0.06158867,0.006504723,0.002618808,0.00254178,0.003020869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001307357,0.0002124275,0.0238882,0.0006045292,0.00003856495,0.002118542,0.9330509,0.0004402834,0.004645508,0.002214861,0.001400706,0.0312547],"study_design_scores_gemma":[0.00003260273,0.001092319,0.02279439,0.000949148,0.00003823945,0.003818085,0.9308495,0.001884081,0.002993805,0.002620967,0.03281475,0.0001121034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851978,0.0003159115,0.006096658,0.002316924,0.00004828664,0.00009519003,0.00001328542,0.00006646578,0.005849399],"genre_scores_gemma":[0.997494,0.0001128447,0.001064543,0.0002764023,0.000009072021,0.00004716386,0.000009616486,0.00001851895,0.0009678835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01880418,"threshold_uncertainty_score":0.09944719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04746235321316774,"score_gpt":0.3565684915799162,"score_spread":0.3091061383667484,"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."}}