{"id":"W4415586823","doi":"10.21083/crrf.v36i1.8115","title":"Heart Failure Screening in Moose Factory, Ontario: Early Results and Lessons Learned to Facilitate Early Intervention and Specialist Cardiology Care in the James and Hudson Bay region","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Heart failure; Intervention (counseling); General partnership; Health care; Bay; Clinical nurse specialist; Public health; Care pathway","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"],"consensus_categories":[],"category_scores_codex":[0.0008186228,0.0002786414,0.0004128529,0.0006932902,0.0005359886,0.0008787267,0.0001882535,0.0002196576,0.000004012175],"category_scores_gemma":[0.000710364,0.0002486585,0.00007972068,0.0008195814,0.0002451416,0.001005214,0.00006754588,0.0003164922,9.243049e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009949912,"about_ca_system_score_gemma":0.0001178409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4922779,"about_ca_topic_score_gemma":0.8622206,"domain_scores_codex":[0.9979181,0.0001980472,0.0007377177,0.0005245447,0.0002583147,0.0003632744],"domain_scores_gemma":[0.9989265,0.0001111148,0.0003413479,0.0001488623,0.000340844,0.000131351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004222643,0.00002102272,0.9003327,0.0003958613,0.00002874621,7.108027e-7,0.05111161,0.00007505318,0.0001977278,0.004271303,0.002008752,0.04113422],"study_design_scores_gemma":[0.001353083,0.0003069077,0.963039,0.003229961,0.0001026999,0.000007199026,0.01663715,0.000101752,0.000118731,0.001260095,0.01361066,0.0002328053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601883,0.000690371,0.00005051837,0.03668304,0.0003393705,0.001523012,0.00003146815,0.000009465222,0.0004844348],"genre_scores_gemma":[0.9990865,0.0001203563,0.0000960019,0.0002810374,0.00004651051,0.00004467177,0.00007732443,0.00001741562,0.0002301748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3699426,"threshold_uncertainty_score":0.9999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03922015636621357,"score_gpt":0.3020033055784738,"score_spread":0.2627831492122602,"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."}}