{"id":"W6989878510","doi":"","title":"Chronic obstructive pulmonary disease categorization using cardiovascular risk and inflammatory biomarkers in the Canadian population","year":2021,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University Health Centre; McGill University","keywords":"Categorization; Pulmonary disease; Population; Disease; COPD; Biomarker; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001656062,0.0003558509,0.0004156873,0.001887625,0.002962908,0.001569782,0.001162017,0.0005734657,0.005937682],"category_scores_gemma":[0.004482232,0.0002724677,0.0007339221,0.00341936,0.0004778757,0.0003400626,0.0007326064,0.001028344,0.0009279829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03204148,"about_ca_system_score_gemma":0.0800501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969598,"about_ca_topic_score_gemma":0.9980251,"domain_scores_codex":[0.9991371,0.00005701936,0.00003256341,0.0001090934,0.0003854046,0.0002789048],"domain_scores_gemma":[0.9977314,0.0001313791,0.00007692008,0.00003477783,0.001398694,0.0006268608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001880357,0.000115376,0.8510109,0.0001158481,0.000102223,0.00008582646,0.00302111,0.0004091807,0.0003554292,0.00102916,0.05910429,0.08446258],"study_design_scores_gemma":[0.00001197754,0.00001458851,0.9895025,0.0001024726,0.00004062862,0.00002979114,0.002440702,0.0004335447,0.0000567803,0.0001592414,0.007186717,0.0000211007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028898,0.01182224,0.0007199312,0.02002202,0.0006920916,0.0003419457,0.02060814,0.00007691373,0.04282685],"genre_scores_gemma":[0.9702582,0.006536354,0.001440294,0.001239934,0.000124872,0.0000937886,0.00494075,0.00002638681,0.01533937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03204148,"threshold_uncertainty_score":0.2324783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433487146483404,"score_gpt":0.2521118428385333,"score_spread":0.2377769713736992,"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."}}