{"id":"W2088192874","doi":"10.1503/cjs.006711","title":"The continuing challenge of surgical access","year":2011,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Wright; Surgical procedures; Medical emergency; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004811604,0.000492375,0.0006543866,0.0006644518,0.006119741,0.004956762,0.001600349,0.01469724,0.0108753],"category_scores_gemma":[0.01812564,0.0003367709,0.0004848814,0.0009068798,0.005705196,0.006290969,0.002868569,0.02719967,0.002961031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01060567,"about_ca_system_score_gemma":0.01420614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03110007,"about_ca_topic_score_gemma":0.08197001,"domain_scores_codex":[0.9920123,0.001302518,0.0004982051,0.0006713125,0.004648909,0.000866756],"domain_scores_gemma":[0.9795162,0.006409491,0.001521562,0.0004662444,0.004328982,0.00775745],"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":[0.00001634086,0.00002956114,0.001330854,0.0001430683,0.000009176522,0.001523495,0.0004979342,0.0001590467,0.0002011824,0.01200001,0.9370522,0.04703709],"study_design_scores_gemma":[0.00001696741,0.00007286596,0.002096675,0.0006639635,0.00001041042,0.008385324,0.002885989,0.0005140892,0.00009533668,0.02028074,0.9649252,0.00005244305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0006113632,0.003086938,0.0003786803,0.9840658,0.006968275,0.000003220604,0.00001592881,0.00002372304,0.004846012],"genre_scores_gemma":[0.03380983,0.01511232,0.00212947,0.8622133,0.07852297,0.00002225578,0.00007465755,0.00006824623,0.008046884],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03110007,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1971180361697237,"score_gpt":0.3959705050881315,"score_spread":0.1988524689184078,"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."}}