{"id":"W2587645484","doi":"10.1186/s12916-017-0788-6","title":"Financial barriers and adverse clinical outcomes among patients with cardiovascular-related chronic diseases: a cohort study","year":2017,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada; Libin Cardiovascular Institute of Alberta; Health Sciences Centre; University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"Medicine; Cohort; Cohort study; Adverse effect; Heart failure; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118759,0.0002722238,0.001331829,0.0001174661,0.0004037604,0.00004696698,0.0003653062,0.0001408708,0.0003741999],"category_scores_gemma":[0.003367183,0.0002253041,0.0002385153,0.00005908052,0.0007463863,0.0004615598,0.0001241509,0.0002330107,0.00006047549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014537,"about_ca_system_score_gemma":0.0001752386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655057,"about_ca_topic_score_gemma":0.0008371247,"domain_scores_codex":[0.997842,0.00003314325,0.0009385018,0.0007221926,0.0001031371,0.0003609831],"domain_scores_gemma":[0.9975066,0.00007882854,0.000697816,0.001220082,0.0000601272,0.0004365249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007101274,0.00008892681,0.9965821,0.00001975326,0.0004573453,0.000009810236,0.0001452187,0.00001880879,2.964649e-9,0.001028324,0.0005243348,0.001054367],"study_design_scores_gemma":[0.009035214,0.0006698353,0.985566,0.00004828296,0.0002182133,4.777677e-7,0.00006559066,0.00009009797,2.459454e-8,0.0006710175,0.003341562,0.0002936904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922123,0.001414048,0.0001721233,0.00009360813,0.001199166,0.001064198,0.00008826364,0.00003240675,0.003723919],"genre_scores_gemma":[0.9985327,0.0002418527,0.0000268988,0.0001545402,0.0003611768,0.00006521016,0.00001711553,0.00003377566,0.0005667742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0110161,"threshold_uncertainty_score":0.9187636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036629557681148,"score_gpt":0.260766694692812,"score_spread":0.2404003991160005,"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."}}