{"id":"W4283719988","doi":"10.2147/copd.s360983","title":"Qualitative Validation of COPD Evidenced Care Pathways in Japan, Canada, England, and Germany: Common Barriers to Optimal COPD Care","year":2022,"lang":"en","type":"article","venue":"International Journal of COPD","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Grifols; Alberta Innovates; Alberta Health Services; AstraZeneca; UK Research and Innovation; Canadian Institutes of Health Research; Covis Pharma; Canadian Thoracic Society; Sanofi; GlaxoSmithKline; National Institute for Health and Care Research; Teva Pharmaceutical Industries; Mereo BioPharma; Pfizer","keywords":"Medicine; COPD; Health care; Psychological intervention; Thematic analysis; Family medicine; Public health; Intensive care medicine; Qualitative research; Nursing; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005120254,0.0001655979,0.0004201296,0.0004476968,0.00009870294,0.0000277972,0.0003810012,0.00004345928,0.0006314488],"category_scores_gemma":[0.0005609859,0.0001677284,0.0001046063,0.0002430912,0.00009607059,0.0001966702,0.0002247604,0.0004944599,0.000001561652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00270756,"about_ca_system_score_gemma":0.003123787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01888917,"about_ca_topic_score_gemma":0.01396758,"domain_scores_codex":[0.9966352,0.0003756667,0.0006959561,0.0002240405,0.001834801,0.0002343525],"domain_scores_gemma":[0.9971738,0.0003515739,0.0003710509,0.0001577998,0.001519207,0.0004265259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01470423,0.0004431345,0.433204,0.001285257,0.001405658,0.004932405,0.4662511,0.02053746,0.01500295,0.001517681,0.009209412,0.03150677],"study_design_scores_gemma":[0.01465323,0.001895316,0.4205758,0.001322797,0.0002182383,0.0009785196,0.5240691,0.001214105,0.01062795,0.0002406046,0.02357885,0.0006255233],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935236,0.002589343,0.00002900512,0.001934835,0.0005064784,0.0003856318,0.0006427405,0.0000051796,0.0003831694],"genre_scores_gemma":[0.9990138,0.00004664666,0.0001917634,0.0003362449,0.0001666826,0.00002652712,0.0001162481,0.0000219994,0.00008011297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05781799,"threshold_uncertainty_score":0.9876441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336417446811597,"score_gpt":0.3489506789096231,"score_spread":0.3255865044415072,"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."}}