{"id":"W3185940995","doi":"10.2147/imcrj.s322827","title":"Machine Learning in an Elderly Man with Heart Failure","year":2021,"lang":"en","type":"article","venue":"International Medical Case Reports Journal","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Health Sciences Centre","funders":"","keywords":"Heart failure; Medicine; Cardiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005284179,0.0005152345,0.0005960219,0.001320213,0.001950808,0.000874994,0.000579263,0.003444193,0.001580292],"category_scores_gemma":[0.003268181,0.0002621708,0.0005381125,0.0008578067,0.001018458,0.001082703,0.0009644025,0.003060219,0.0004939987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280146,"about_ca_system_score_gemma":0.0008217038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003634082,"about_ca_topic_score_gemma":0.006123153,"domain_scores_codex":[0.9996153,0.0000793596,0.00003508022,0.0000474543,0.00009295728,0.0001298836],"domain_scores_gemma":[0.9989952,0.0003413093,0.0002075483,0.00003500334,0.00007859073,0.0003422911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0000635711,0.0001494847,0.01753432,0.00005261867,0.00001112068,0.9649837,0.001550945,0.0004638927,0.0003593479,0.00217125,0.004326928,0.008332943],"study_design_scores_gemma":[0.00001169555,0.0001711996,0.01406546,0.0001401901,0.00001650159,0.9720107,0.001289446,0.00287819,0.0003398025,0.002546741,0.006501364,0.00002870338],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.844955,0.009669521,0.008018226,0.09614749,0.001665939,0.0002192503,0.0003347644,0.0002410305,0.03874885],"genre_scores_gemma":[0.9776797,0.002857264,0.003530734,0.009653229,0.001326423,0.00003505867,0.0000792264,0.00002532518,0.004813021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003634082,"threshold_uncertainty_score":0.009288132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08601214956269013,"score_gpt":0.4753442980839074,"score_spread":0.3893321485212172,"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."}}