{"id":"W4416972026","doi":"10.1016/j.cardfail.2025.11.490","title":"The Canadian Heart Failure Society (CHFS) Workforce Committee Report 2024: Addressing the Challenges Facing the Heart Failure Physicians Workforce in Canada CHFS 2024 Heart Failure Workforce Report","year":2025,"lang":"en","type":"article","venue":"Journal of Cardiac Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; University of Alberta; Dalhousie University; University of Manitoba; Mount Sinai Hospital; University of British Columbia; Ted Rogers Centre for Heart Research; Queen's University","funders":"Abbott Laboratories","keywords":"Workforce; Mentorship; Psychological intervention; Heart failure; Remuneration; Workforce planning; Career Pathways","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004466125,0.001088555,0.00207374,0.0003614074,0.002418,0.0007278316,0.0009384583,0.0005492959,0.00008729898],"category_scores_gemma":[0.000574094,0.0006477839,0.001900745,0.001935832,0.0004909571,0.000562174,0.0003173695,0.003971747,0.0000216441],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003222144,"about_ca_system_score_gemma":0.007803242,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2591642,"about_ca_topic_score_gemma":0.9517699,"domain_scores_codex":[0.9914938,0.0007802419,0.002299767,0.0009855122,0.002366803,0.002073896],"domain_scores_gemma":[0.9938265,0.001062623,0.001017377,0.002369494,0.001006727,0.000717264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009127641,0.0000600138,0.04380031,0.0001310711,0.001201848,0.0008295403,0.001000952,0.0009078014,0.0001526241,0.0004280239,0.9477235,0.00367303],"study_design_scores_gemma":[0.001018021,0.0001200091,0.01548339,0.002537789,0.000808522,0.001877526,0.02772876,0.00009551221,0.0001834393,0.0001388226,0.9494495,0.0005587132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03215943,0.01731541,0.00006971982,0.9397197,0.003366326,0.00284075,0.0000414232,0.00008511587,0.004402122],"genre_scores_gemma":[0.9562814,0.001256138,0.004823113,0.0129677,0.003143224,0.0002828166,0.0000731762,0.0002225861,0.0209498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.926752,"threshold_uncertainty_score":0.9995974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592878953843803,"score_gpt":0.2825448434409906,"score_spread":0.2566160539025525,"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."}}