{"id":"W4403226377","doi":"10.1016/j.cjca.2024.08.199","title":"REFERRAL SOURCES AND DIAGNOSES IN WOMEN PRESENTING TO A CANADIAN WOMEN'S HEART CLINIC: ADDRESSING A CLINICAL CARE GAP","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Referral; Medical diagnosis; Family medicine; Gender gap; Pediatrics; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001995797,0.0001781066,0.0007519201,0.001813005,0.000178558,0.000296213,0.0002622381,0.0003227482,0.00005607328],"category_scores_gemma":[0.001175127,0.0001653313,0.0001176361,0.0005128002,0.0001507784,0.0003280766,0.00005625842,0.000697051,0.00005040976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006006579,"about_ca_system_score_gemma":0.002054681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.22976,"about_ca_topic_score_gemma":0.6149909,"domain_scores_codex":[0.9975707,0.0001332989,0.0008371549,0.0003225915,0.0001080016,0.001028289],"domain_scores_gemma":[0.9987774,0.0001916319,0.0001416285,0.0001832422,0.0002241587,0.0004819047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002810033,0.000001977332,0.8978727,0.000456164,0.0001310107,0.002309723,0.00291707,0.00007756122,0.000005592677,0.001116132,0.02703991,0.06804404],"study_design_scores_gemma":[0.0002514133,0.00006796278,0.1165653,0.000313137,0.00001281714,0.000152407,0.007818339,0.00001622709,2.579057e-7,0.0007290674,0.8739097,0.0001634082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822941,0.002634198,0.000009483516,0.008421776,0.001969623,0.000210156,0.00001142396,0.00002459135,0.004424585],"genre_scores_gemma":[0.9927278,0.00003689445,0.00003661427,0.003310618,0.003765194,0.00002819042,0.000002239713,0.00003186415,0.00006061929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8468697,"threshold_uncertainty_score":0.7753691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07862310073805995,"score_gpt":0.3404120563146408,"score_spread":0.2617889555765808,"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."}}