{"id":"W4386225271","doi":"10.36416/1806-3756/e20230236","title":"The role of the pulmonary function laboratory to assist in disease management: Asthma","year":2023,"lang":"en","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Asthma; Pulmonary function testing; Pulmonary disease; Asthma management; Disease management; Intensive care medicine; Lung function; Disease; Internal medicine; Lung","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006083432,0.001169594,0.001744343,0.00331851,0.0008192058,0.003830067,0.001341946,0.00189371,0.007150821],"category_scores_gemma":[0.0155336,0.0002675688,0.0005723387,0.00123896,0.001231843,0.002164139,0.001237475,0.002982012,0.002602808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009087182,"about_ca_system_score_gemma":0.0030775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009507808,"about_ca_topic_score_gemma":0.006864279,"domain_scores_codex":[0.995639,0.001940632,0.0005210547,0.0003860113,0.001207377,0.000305836],"domain_scores_gemma":[0.9884259,0.003427365,0.001072033,0.0007164937,0.00471675,0.00164157],"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":[0.0004662984,0.0006855931,0.3121045,0.001328741,0.0002505805,0.004511058,0.001132468,0.000762497,0.006712034,0.004946753,0.08239756,0.5847021],"study_design_scores_gemma":[0.0002301844,0.001453652,0.5242321,0.01390256,0.0004588235,0.03086657,0.004373745,0.006601104,0.006976388,0.01402161,0.3965527,0.0003305986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1519306,0.3681746,0.04616662,0.1716354,0.01731623,0.0007730911,0.00264945,0.003424239,0.2379299],"genre_scores_gemma":[0.8086526,0.09346253,0.04435428,0.02403384,0.01135647,0.0003287906,0.001063801,0.0005197944,0.01622789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009507808,"threshold_uncertainty_score":0.03217262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007551496443793616,"score_gpt":0.2481655421965443,"score_spread":0.2406140457527507,"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."}}