{"id":"W4225003206","doi":"10.1016/j.cardfail.2022.03.086","title":"Heath Care Use Before Incident HF Hospitalization: Women Are More Vulnerable And Less Investigated Than Men","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Dalhousie University","funders":"","keywords":"Medicine; Emergency medicine; Gerontology","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":[0.0004445666,0.0001897579,0.0004318602,0.0002052666,0.0005562879,0.0002723658,0.0001478259,0.00006880419,0.00004570058],"category_scores_gemma":[0.0001041632,0.0001780193,0.0001515421,0.0003261659,0.0000671236,0.0007681574,0.00007620715,0.0004493103,6.699204e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007761873,"about_ca_system_score_gemma":0.00006649757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001113137,"about_ca_topic_score_gemma":0.00002513775,"domain_scores_codex":[0.9980612,0.0003283969,0.0004240852,0.0002039456,0.0007020656,0.0002803537],"domain_scores_gemma":[0.9986829,0.00006342098,0.0005185827,0.0001883737,0.0003223764,0.0002243955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002410231,0.0001078882,0.7950152,0.0001016108,0.0002034992,0.00005839388,0.05624209,0.003064583,0.0009593733,0.00006006709,0.1401919,0.003754409],"study_design_scores_gemma":[0.002685431,0.002388432,0.5556311,0.0005059014,0.000467924,0.000236245,0.289261,0.0001542463,0.00401655,0.000963525,0.1430256,0.0006640813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903021,0.001684901,0.00000650524,0.006277207,0.001319532,0.0002452397,0.00008310455,0.0000273618,0.00005402631],"genre_scores_gemma":[0.9985625,0.00004119403,0.0002966987,0.0005016292,0.0003477755,0.00003489673,0.00007042935,0.00003851052,0.0001063861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2393841,"threshold_uncertainty_score":0.7259415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009528622021625832,"score_gpt":0.2514691149270373,"score_spread":0.2419404929054115,"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."}}