{"id":"W4387905690","doi":"10.33590/emjrespir/10305242","title":"Breathing New Life Into Acute Respiratory Care: Proactively Improving Long-Term Outcomes","year":2023,"lang":"en","type":"article","venue":"EMJ Respiratory","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Efficacy and Mechanism Evaluation Programme; Sanofi Genzyme; Alberta Innovates; Mereo BioPharma; Pfizer; AKL Research and Development; Grifols; Canadian Institutes of Health Research; Covis Pharma; Canadian Thoracic Society; Sanofi; GlaxoSmithKline; Regeneron Pharmaceuticals; Teva Pharmaceutical Industries; AstraZeneca","keywords":"Medicine; Asthma; Emergency department; Quality of life (healthcare); Intensive care medicine; Referral; Rehabilitation; Disease; Emergency medicine; Physical therapy; Internal medicine; Nursing","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":[0.004949681,0.0007158134,0.001212974,0.0007833152,0.001885333,0.005826251,0.001908756,0.002908744,0.01071042],"category_scores_gemma":[0.02732187,0.0003045889,0.002043362,0.0006105894,0.0006210903,0.004750747,0.007787931,0.006655873,0.004235429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001755338,"about_ca_system_score_gemma":0.008654641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316975,"about_ca_topic_score_gemma":0.009886281,"domain_scores_codex":[0.9959436,0.001950415,0.0003700804,0.0003404662,0.0006871492,0.0007082756],"domain_scores_gemma":[0.9874545,0.001455245,0.001704786,0.0003690317,0.001485386,0.007531076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005128321,0.003185731,0.04501169,0.002718787,0.0004231795,0.0002321623,0.001689353,0.0007587633,0.0007312528,0.00255745,0.1621474,0.7800314],"study_design_scores_gemma":[0.002208764,0.007268731,0.317233,0.03176685,0.002477308,0.001065858,0.01765486,0.008054096,0.001970335,0.05543893,0.5542304,0.00063078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.210677,0.09704147,0.02294721,0.581688,0.01741116,0.00149744,0.002436357,0.003161179,0.06314018],"genre_scores_gemma":[0.7032892,0.07304547,0.06110578,0.1294575,0.01247412,0.002483545,0.004041521,0.0004807229,0.01362215],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01071042,"threshold_uncertainty_score":0.0358299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03844749290417673,"score_gpt":0.3305528714900191,"score_spread":0.2921053785858423,"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."}}