{"id":"W4414873593","doi":"10.58931/crt.2025.1214","title":"Cardiopulmonary Collaboration in Respiratory Care: Shifting the Paradigm","year":2025,"lang":"en","type":"article","venue":"Canadian Respirology Today","topic":"Family and Patient Care in Intensive Care Units","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"COPD; Mepolizumab; Inhaler; Lama; Disease; Asthma; Emergency department","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08800689,0.001236443,0.001509554,0.003474657,0.01320418,0.02353111,0.007211272,0.01985365,0.02528421],"category_scores_gemma":[0.0672369,0.001119842,0.001976909,0.002343517,0.03017848,0.03312903,0.0431731,0.04601985,0.006271715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02943682,"about_ca_system_score_gemma":0.07570139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01617128,"about_ca_topic_score_gemma":0.0293757,"domain_scores_codex":[0.9246846,0.04471318,0.003294941,0.007437584,0.0119354,0.007934358],"domain_scores_gemma":[0.8230079,0.04995109,0.004987224,0.005866131,0.02162034,0.09456734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001768099,0.0003515804,0.003903632,0.00168187,0.0001228788,0.001135894,0.0142302,0.0007920134,0.0003382482,0.3061096,0.454053,0.2171043],"study_design_scores_gemma":[0.0001343713,0.0003016845,0.002523182,0.006592053,0.00003453422,0.001053776,0.01514117,0.0006581242,0.0001223084,0.1980347,0.7752452,0.0001589996],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001294716,0.02515289,0.00431026,0.9457989,0.009260266,0.00004334863,0.00003243614,0.00009843026,0.01400877],"genre_scores_gemma":[0.1067033,0.08720003,0.01818092,0.7281893,0.04645417,0.0005296782,0.0002198953,0.0004946251,0.01202815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08800689,"threshold_uncertainty_score":0.4654305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03687057745886393,"score_gpt":0.3749129416494734,"score_spread":0.3380423641906095,"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."}}