{"id":"W7106024229","doi":"10.7939/83209","title":"Role of Pharmacists in Chronic Obstructive Pulmonary Disease Management","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; COPD; Pulmonary disease; Psychosocial; Population; Health care; Smoking cessation; Disease management; Inhaler","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":[0.01013368,0.0002015974,0.0005064573,0.002231921,0.001127862,0.00309037,0.0007546019,0.001763894,0.004991369],"category_scores_gemma":[0.0295463,0.0001828221,0.0006848165,0.003933748,0.0008150595,0.002478079,0.002676789,0.001310878,0.0004541469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002693804,"about_ca_system_score_gemma":0.01794505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007096361,"about_ca_topic_score_gemma":0.01160913,"domain_scores_codex":[0.9908653,0.005648761,0.000955347,0.0003779004,0.001766373,0.0003863492],"domain_scores_gemma":[0.9756671,0.01666553,0.003378527,0.0002721242,0.002967355,0.001049343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002396397,0.0002015374,0.01575044,0.04820064,0.0002970309,0.0006538838,0.00291914,0.0004292751,0.0002172242,0.006115682,0.01659941,0.9083761],"study_design_scores_gemma":[0.001010262,0.001973887,0.1003271,0.1711504,0.001864255,0.005288747,0.01539366,0.001101586,0.001249759,0.01457771,0.6859425,0.0001200603],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02600198,0.8598273,0.001479921,0.0568875,0.001144386,0.0004252917,0.0002885645,0.00003655304,0.05390849],"genre_scores_gemma":[0.3489825,0.6326608,0.005567685,0.008290105,0.00114442,0.0005360779,0.0001984056,0.000009169948,0.002610853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01013368,"threshold_uncertainty_score":0.05359268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007261145761842615,"score_gpt":0.2403974414964498,"score_spread":0.2331362957346072,"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."}}