{"id":"W4380575722","doi":"10.46747/cfp.6906409","title":"Risk and distribution of chronic obstructive pulmonary disease–related hospitalizations among primary care patients","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; University of British Columbia; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Pulmonary disease; Primary care; Medicine; Intensive care medicine; Chronic disease; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003610059,0.0001950918,0.000351354,0.001027039,0.0007832525,0.0008338406,0.0006244048,0.0005874447,0.002193649],"category_scores_gemma":[0.002562095,0.0003617197,0.0003433651,0.001570964,0.0004587294,0.0003198939,0.0006311589,0.0006171042,0.0002467647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00239421,"about_ca_system_score_gemma":0.001792863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4254335,"about_ca_topic_score_gemma":0.5199373,"domain_scores_codex":[0.9990894,0.0001068413,0.00007072661,0.0002585543,0.0002641367,0.0002103846],"domain_scores_gemma":[0.9976179,0.000193555,0.0009249066,0.0001121498,0.0005461994,0.00060531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003029635,0.00001339825,0.999114,0.000005937802,0.00002299095,0.00003859446,0.00005437193,0.00002315441,0.00004836156,0.000008014233,0.0002173135,0.0004235281],"study_design_scores_gemma":[0.000002540407,0.000008955069,0.9996951,0.00000562826,0.000004241357,0.00005603867,0.000111349,0.00005771616,0.000005738993,0.000004452417,0.00004671056,0.000001606873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976876,0.0003427136,0.0000342475,0.0001066983,0.000005731923,0.00001183469,0.001117385,0.000004985388,0.0006888541],"genre_scores_gemma":[0.9991896,0.0000880458,0.00002857685,0.00003012714,0.000005525523,0.000004778486,0.00054705,0.000001057174,0.0001052773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4254335,"threshold_uncertainty_score":0.8459144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006085571809277719,"score_gpt":0.2207598214788717,"score_spread":0.214674249669594,"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."}}