{"id":"W7081985209","doi":"10.1016/j.cjco.2025.09.001","title":"Heart Failure Readmission Risk Factors: A Modified Delphi Panel Study","year":2025,"lang":"en","type":"article","venue":"CJC Open","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Libin Cardiovascular Institute of Alberta; South Health Campus; University of Calgary","funders":"Libin Cardiovascular Institute, University of Calgary","keywords":"Delphi method; Heart failure; Risk management; Delphi; Risk assessment; Stakeholder","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":[0.0014449,0.00008922547,0.0002549919,0.00009082164,0.0007925378,0.0003023917,0.0005579054,0.00005605701,0.0003453866],"category_scores_gemma":[0.0006612388,0.00007148099,0.00007732442,0.0006362705,0.00004900635,0.0002023879,0.0002722379,0.0001205585,0.0000311941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005445541,"about_ca_system_score_gemma":0.0002452738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02040754,"about_ca_topic_score_gemma":0.003907922,"domain_scores_codex":[0.9982814,0.0008157578,0.0001911193,0.0002721612,0.0002728325,0.0001667484],"domain_scores_gemma":[0.9990854,0.0004380877,0.0000690286,0.0001938904,0.0001103481,0.0001032048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001889112,0.002019123,0.7027716,0.00001838178,0.0007818756,0.00001577225,0.09083269,0.002710219,0.0002268343,0.05115255,0.07623141,0.0730506],"study_design_scores_gemma":[0.00148072,0.0001492234,0.4517482,0.00006491513,0.0003041906,2.694554e-7,0.0829992,0.002587101,0.00009766031,0.08497927,0.3751114,0.000477887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554254,0.00004523746,0.003954193,0.003988603,0.0002056212,0.0008435574,0.000006630012,0.00006591027,0.03546484],"genre_scores_gemma":[0.9885088,0.000004409434,0.002691888,0.0001219518,0.00006492838,0.00002247828,0.000006954848,0.000004284331,0.008574309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.29888,"threshold_uncertainty_score":0.9861156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128740806726955,"score_gpt":0.4403821115095965,"score_spread":0.327508030836901,"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."}}