{"id":"W7134225309","doi":"10.26181/14707563","title":"Identifying heart failure in patients with chronic obstructive lung disease through the Canadian Primary Care Sentinel Surveillance Network in British Columbia: a case derivation study","year":2021,"lang":"","type":"article","venue":"La Trobe University","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical diagnosis; COPD; Heart failure; Medical record; Diagnosis code; Retrospective cohort study; Primary care; Obstructive lung disease; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749107,0.0006190916,0.0005952649,0.002575742,0.003351636,0.001674204,0.002149514,0.000855535,0.001336992],"category_scores_gemma":[0.007048503,0.0006886031,0.0004727562,0.00371141,0.0009409426,0.0003805981,0.001378324,0.0007245523,0.0002906318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01396457,"about_ca_system_score_gemma":0.0156805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9533548,"about_ca_topic_score_gemma":0.9738018,"domain_scores_codex":[0.9966911,0.0004996184,0.0002687811,0.0005923165,0.001233017,0.0007150853],"domain_scores_gemma":[0.9932333,0.000831078,0.000986152,0.0005570297,0.003418214,0.0009743004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002380309,0.0000341548,0.99677,0.00001946134,0.00002556652,0.0003913857,0.0006122422,0.00002780582,0.0001052373,0.00002580024,0.0004147394,0.001549829],"study_design_scores_gemma":[0.00001197578,0.00003154599,0.9965712,0.0000372342,0.00003010803,0.0007441179,0.001345812,0.0004355069,0.00007121458,0.00001885137,0.0006917597,0.00001070441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996982,0.0003173643,0.0001890886,0.000111549,0.000008706704,0.0001540462,0.001007746,0.000007147904,0.001222391],"genre_scores_gemma":[0.9977605,0.0002637356,0.0004274818,0.0001609779,0.000009389852,0.00006822809,0.0009614663,0.000005727697,0.0003424561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04664522,"threshold_uncertainty_score":0.1013205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006762739524324677,"score_gpt":0.2166351509087088,"score_spread":0.2098724113843841,"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."}}