{"id":"W4285187039","doi":"10.2139/ssrn.4091329","title":"Disease Burden in Individuals with Symptomatic Undiagnosed Asthma or COPD","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Manitoba; Western University; Dalhousie University; McMaster University; Université Laval; University of Alberta; University of Saskatchewan; University of Ottawa; McGill University; University of Calgary; Vancouver Coastal Health Research Institute","funders":"","keywords":"Asthma; Medicine; COPD; Disease; Pulmonary disease; Intensive care medicine; Pediatrics; Internal medicine","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":[0.0002436813,0.0002084229,0.0004117692,0.000930504,0.0003546894,0.0006313744,0.0002208303,0.0005108456,0.002535705],"category_scores_gemma":[0.001171805,0.0001773891,0.000724026,0.001068916,0.0001363891,0.000567743,0.0005634986,0.0006574475,0.0003323979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790345,"about_ca_system_score_gemma":0.0003050114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051241,"about_ca_topic_score_gemma":0.01275676,"domain_scores_codex":[0.9997326,0.00006204224,0.00003831465,0.00006341869,0.00004343051,0.00006030184],"domain_scores_gemma":[0.9995043,0.0000525483,0.000223066,0.00002681558,0.00005342078,0.0001398874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001783313,0.000045696,0.9968464,0.0000282579,0.000114429,0.00007530993,0.00006819998,0.00004563528,0.0001129551,0.00004009476,0.000365095,0.002079694],"study_design_scores_gemma":[0.000004619129,0.00003873319,0.9994363,0.00000662713,0.00003363154,0.0001004811,0.0001218723,0.00008408883,0.000007610894,0.00003235017,0.0001312044,0.000002401332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938521,0.001290711,0.00005235094,0.0003535315,0.00003583525,0.000007809852,0.002615868,0.000007747123,0.001784001],"genre_scores_gemma":[0.9976518,0.0004633088,0.00003449186,0.0000514712,0.00005374458,0.000004817943,0.001388592,0.000001390304,0.0003503145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01051241,"threshold_uncertainty_score":0.02090245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000736297617909,"score_gpt":0.2772109039724606,"score_spread":0.2672035409962815,"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."}}