{"id":"W4403096395","doi":"10.1016/j.cjco.2024.09.012","title":"Using Implementation Science to Evaluate the Implementation of Patient-Reported Outcome Measures (PROMs) in a Clinical Heart Failure Care Setting","year":2024,"lang":"en","type":"article","venue":"CJC Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; University Health Network","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research","keywords":"Patient-reported outcome; Outcome (game theory); Heart failure; Medicine; Medical physics; Computer science; Nursing; Internal medicine; Quality of life (healthcare); Mathematics","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":[0.002474843,0.0001217973,0.0002902654,0.0002156559,0.000127684,0.0001560615,0.0001671426,0.00002710154,0.0001585093],"category_scores_gemma":[0.0001058026,0.00008183587,0.00007678305,0.0006844759,0.00005988943,0.0002943541,0.0002954031,0.0001099697,0.00001734839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809452,"about_ca_system_score_gemma":0.0005310929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001865133,"about_ca_topic_score_gemma":0.001467135,"domain_scores_codex":[0.9978517,0.0001314967,0.0008098833,0.0003825333,0.000559544,0.0002648252],"domain_scores_gemma":[0.999271,0.00005517003,0.00008064887,0.0003114951,0.0001896258,0.00009206216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008062281,0.00007233724,0.7983548,0.0001508905,0.0001558776,0.00004834476,0.01073242,0.00003081407,0.01160497,0.0002809905,0.002401581,0.1760863],"study_design_scores_gemma":[0.007334959,0.001837019,0.7403817,0.0008742927,0.001138479,0.0000616262,0.1576257,0.0008411994,0.03522175,0.0001427663,0.05404997,0.0004904871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871114,0.00007068936,0.0001035575,0.00870467,0.0002119097,0.003607139,0.000007879285,0.00002568896,0.0001570008],"genre_scores_gemma":[0.9912505,0.00000209396,0.008001405,0.0005197721,0.00003909991,0.0001255989,0.00002896924,0.0000146058,0.00001801603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1755958,"threshold_uncertainty_score":0.333717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1600476692221939,"score_gpt":0.52006423801702,"score_spread":0.3600165687948261,"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."}}