{"id":"W4386447816","doi":"10.1097/jcn.0000000000001029","title":"Factors Affecting Healthcare Provider Referral to Heart Function Clinics","year":2023,"lang":"en","type":"article","venue":"The Journal of Cardiovascular Nursing","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute","funders":"Qatar University; York University","keywords":"Referral; Health care; Family medicine; Function (biology); Medicine; Medical emergency; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005157757,0.0001662584,0.0007590516,0.0002768086,0.000316374,0.00001788733,0.00008227426,0.0001040526,0.000003999958],"category_scores_gemma":[0.000300779,0.0001075274,0.001093992,0.0007052814,0.00003884957,0.0001089763,0.0000230155,0.0006671821,0.00002987833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005427632,"about_ca_system_score_gemma":0.0005073405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009046074,"about_ca_topic_score_gemma":0.000003469587,"domain_scores_codex":[0.9972022,0.0005525451,0.0006177649,0.0001573765,0.0009442134,0.0005258704],"domain_scores_gemma":[0.9983127,0.0002159208,0.0001689153,0.0004218752,0.0002713206,0.0006092779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006385142,0.0002989462,0.02548955,0.002581654,0.002667442,0.0001645904,0.02455464,0.006937972,0.00165252,0.00003851522,0.04114512,0.8880839],"study_design_scores_gemma":[0.005751785,0.007098811,0.7389688,0.005812593,0.004615621,0.004795338,0.04114775,0.000169281,0.002195706,0.0003569931,0.1885273,0.0005600293],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815521,0.005319462,0.0009889626,0.007587067,0.003432977,0.0007329942,0.000002480052,0.00006865191,0.0003153665],"genre_scores_gemma":[0.9961883,0.0004358803,0.000160309,0.001577179,0.001534164,0.000001844506,0.000005848949,0.00004228323,0.00005417134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8875239,"threshold_uncertainty_score":0.438484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08972553755990005,"score_gpt":0.3936612742219584,"score_spread":0.3039357366620584,"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."}}