{"id":"W2487972566","doi":"10.1016/j.surg.2016.06.037","title":"High efficiency endocrine operation protocol: From design to implementation","year":2016,"lang":"en","type":"article","venue":"Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; Polytechnique Montréal; McGill University","funders":"","keywords":"Medicine; Perioperative; Endocrine system; Endocrine surgery; Protocol (science); Surgery; Internal medicine; Hormone","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00696217,0.0004628773,0.0004366698,0.0006093752,0.0004641259,0.00162558,0.001541996,0.0005710212,0.005124568],"category_scores_gemma":[0.01038469,0.000493672,0.0002694118,0.0004883333,0.0006599806,0.001096141,0.000935372,0.0008188476,0.0005404511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453654,"about_ca_system_score_gemma":0.005282294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003840436,"about_ca_topic_score_gemma":0.003023684,"domain_scores_codex":[0.9957237,0.002160102,0.0002883266,0.0004481104,0.001105746,0.0002738907],"domain_scores_gemma":[0.9917282,0.004021054,0.000580231,0.0009631556,0.002308359,0.0003989885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003486904,0.003937904,0.01829015,0.0006838997,0.000223199,0.00023061,0.0005643131,0.4273886,0.03169774,0.03004544,0.007170055,0.4762812],"study_design_scores_gemma":[0.000681009,0.002686903,0.004631243,0.00005202601,0.0001738832,0.00008346168,0.0002924916,0.9428263,0.03191228,0.007568665,0.009031226,0.00006042454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.1256989,0.0001335353,0.8589575,0.0006216501,0.0001125807,0.004256381,0.0002982169,0.002379849,0.007541385],"genre_scores_gemma":[0.5907347,0.0001252707,0.4021223,0.0001938115,0.00003834792,0.0028054,0.0002295001,0.0001655406,0.003585116],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.00696217,"threshold_uncertainty_score":0.03681988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337963295012607,"score_gpt":0.480005431272099,"score_spread":0.3462091017708383,"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."}}