{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001735836,0.000209196,0.0005754582,0.0002226513,0.0006776726,0.0002228406,0.000633894,0.000177341,0.000023667],"category_scores_gemma":[0.0007779524,0.0001231265,0.0001517624,0.000220972,0.00007765331,0.0002836889,0.0001980377,0.0002374712,0.000199272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004927756,"about_ca_system_score_gemma":0.00002951401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004686378,"about_ca_topic_score_gemma":0.0005488357,"domain_scores_codex":[0.9982547,0.000102438,0.0005175818,0.0003462514,0.0003238981,0.0004551187],"domain_scores_gemma":[0.9978119,0.0005121239,0.0004212493,0.001109238,0.00009902513,0.00004648728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007486729,0.000420104,0.146796,0.004486687,0.0002567331,0.001134282,0.00003937532,0.00006123124,0.0005418973,0.4295096,0.01710996,0.3921573],"study_design_scores_gemma":[0.004920301,0.0007674689,0.05641485,0.00083503,0.00008008303,0.00003365682,0.0001492113,0.0008126108,0.0013508,0.0003603175,0.9336521,0.0006235987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852437,0.00007081788,0.000002559507,0.002344441,0.001477247,0.0004422397,0.000008461351,0.0001946691,0.01021583],"genre_scores_gemma":[0.9981551,0.000008428871,0.00001828576,0.0001050084,0.001435489,0.00004714378,0.00001525343,0.00002889003,0.0001864155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9165421,"threshold_uncertainty_score":0.7084433,"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."}}