{"id":"W2313441715","doi":"10.1097/dcr.0000000000000032","title":"Technical Skills Assessment","year":2014,"lang":"en","type":"letter","venue":"Diseases of the Colon & Rectum","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colorectal surgery; Library science; Mount; Surgical oncology; Family medicine; General surgery; Surgery; Abdominal surgery; Engineering","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":[0.001551345,0.0008363891,0.0006170421,0.00173541,0.003771201,0.00185651,0.0011997,0.0009098731,0.1891878],"category_scores_gemma":[0.007227547,0.0004162762,0.0004818687,0.001567622,0.0007818398,0.0007284578,0.001489042,0.002236511,0.0309571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01939431,"about_ca_system_score_gemma":0.03657932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6481639,"about_ca_topic_score_gemma":0.8745493,"domain_scores_codex":[0.9980847,0.0001765745,0.00008172616,0.0001756058,0.001079636,0.0004018502],"domain_scores_gemma":[0.987587,0.0004248499,0.0002923286,0.0002714614,0.008045016,0.003379364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000104983,0.00008717644,0.007757884,0.0001446646,0.00001387501,0.0003641457,0.0004062092,0.0002358084,0.0002954197,0.001325287,0.8340877,0.1551769],"study_design_scores_gemma":[0.00007844144,0.0001259625,0.08078235,0.001112654,0.00002165105,0.0007686907,0.001058395,0.0005662455,0.0002766563,0.001015941,0.9141396,0.0000533917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01652633,0.01172815,0.002728621,0.03709153,0.003341718,0.0008048404,0.0155316,0.0007255664,0.9115217],"genre_scores_gemma":[0.1267272,0.0153089,0.006393406,0.004870313,0.0004813686,0.0006153077,0.008496419,0.0003371867,0.8367699],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6481639,"threshold_uncertainty_score":0.7078162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667202525423831,"score_gpt":0.317417726881409,"score_spread":0.3007457016271706,"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."}}