{"id":"W2073474830","doi":"10.1503/cjs.001213","title":"Implementation of an acute care emergency surgical service: a cost analysis from the surgeon’s perspective","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Evening; General surgery; Emergency medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004695489,0.0001437846,0.0006197236,0.0004225758,0.0001575061,0.00001142505,0.0001238555,0.00005851891,0.001681476],"category_scores_gemma":[0.00008834033,0.0001022742,0.0005472198,0.0009006369,0.00005726643,0.0001238775,0.000008534916,0.0001809271,0.000002832855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002030444,"about_ca_system_score_gemma":0.001013197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1656788,"about_ca_topic_score_gemma":0.5397826,"domain_scores_codex":[0.998468,0.0001515264,0.0006422402,0.0001541886,0.0002970823,0.0002869272],"domain_scores_gemma":[0.9972617,0.0001813641,0.000327347,0.0002414808,0.001485036,0.0005030875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006939435,0.00001378581,0.9715394,0.00001614634,0.002592118,0.0001889058,0.009942668,0.00001879715,0.0000378683,0.00007091703,0.00454056,0.01096946],"study_design_scores_gemma":[0.0003749959,0.00007588707,0.9330055,0.00003316501,0.002382585,0.00004742964,0.05485584,0.00001277562,0.0001173552,0.00005850769,0.008924793,0.000111125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992819,0.0023977,0.00002435125,0.003018198,0.0007340892,0.0001006021,0.0002289296,0.000004528526,0.0006726432],"genre_scores_gemma":[0.9989347,0.0003240441,0.00002725639,0.0001563291,0.0004355642,0.000003506336,0.0000884944,0.00001420157,0.00001582974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3741038,"threshold_uncertainty_score":0.9992311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0304168448465022,"score_gpt":0.3246640949040279,"score_spread":0.2942472500575257,"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."}}