{"id":"W2607944287","doi":"10.1007/s00464-017-5578-x","title":"The effect of an online referral system on referrals to bariatric surgery","year":2017,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Referral; Logistic regression; Family medicine; Hepatology; Emergency medicine; Surgery; Internal medicine","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":[0.009803348,0.0003604878,0.0005245086,0.00137071,0.001852521,0.004858736,0.00169512,0.003016974,0.02249587],"category_scores_gemma":[0.1134626,0.0004038238,0.001892663,0.002040665,0.001572208,0.002872739,0.00242576,0.00328652,0.001462148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004665377,"about_ca_system_score_gemma":0.005918751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02951699,"about_ca_topic_score_gemma":0.04129232,"domain_scores_codex":[0.9828748,0.01185314,0.001138196,0.0007756577,0.001342523,0.002015731],"domain_scores_gemma":[0.7079147,0.2153136,0.03742167,0.004670728,0.009433889,0.02524553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01808536,0.02402609,0.878616,0.0003621462,0.0007154662,0.0009055655,0.00269419,0.002213543,0.0008877877,0.001863525,0.006556439,0.06307381],"study_design_scores_gemma":[0.0007853108,0.003884478,0.9807731,0.0001796679,0.0006112627,0.0001858714,0.006710937,0.002877606,0.0004387348,0.001034648,0.002448753,0.00006979119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873224,0.0003757585,0.00006600546,0.004000242,0.0001448881,0.00004532757,0.0002732044,0.00002640844,0.007745857],"genre_scores_gemma":[0.99734,0.0001200255,0.0001238086,0.0006399911,0.0001507655,0.00002077817,0.0001151332,0.00001311155,0.001476277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02951699,"threshold_uncertainty_score":0.07525617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05017776638966833,"score_gpt":0.319570858659954,"score_spread":0.2693930922702857,"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."}}