{"id":"W2033277075","doi":"10.4104/pcrj.2009.00055","title":"Spirometry in primary care case-identification, diagnosis and management of COPD","year":2009,"lang":"en","type":"article","venue":"Primary Care Respiratory Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"TD Bank Group","funders":"","keywords":"Spirometry; Medicine; COPD; Primary care; Intensive care medicine; Lung function; Disease; Pulmonary disease; Pulmonary function testing; Physical therapy; Emergency medicine; Lung; Asthma; Internal medicine; Family medicine","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":[0.001973805,0.0003942498,0.0009790909,0.001765484,0.001367287,0.0009041546,0.0006932866,0.002335443,0.002233251],"category_scores_gemma":[0.01458638,0.0005825931,0.0005604422,0.001002824,0.0004763303,0.00109688,0.000738265,0.001425589,0.0004783183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053117,"about_ca_system_score_gemma":0.001288418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00426651,"about_ca_topic_score_gemma":0.008032713,"domain_scores_codex":[0.997691,0.0008602306,0.0004105275,0.0001917986,0.0005278977,0.0003184349],"domain_scores_gemma":[0.9969613,0.001510613,0.0005612366,0.00007254948,0.0003530104,0.0005413846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000272838,0.0004630647,0.9788507,0.00008234262,0.00003092327,0.008719979,0.0003086213,0.000121184,0.0002579941,0.00005781621,0.001437202,0.009397225],"study_design_scores_gemma":[0.00002551106,0.0005718623,0.9731284,0.0001201213,0.00004421464,0.02347962,0.0008038153,0.0009199613,0.0001868967,0.0001435034,0.000559846,0.00001633744],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774695,0.009346788,0.0003749954,0.00433189,0.0002266321,0.0001097932,0.0003323443,0.0000322884,0.007775886],"genre_scores_gemma":[0.9973683,0.001366877,0.0003788788,0.0003239415,0.0001938981,0.00002771768,0.0001060826,0.000003523606,0.0002306416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00426651,"threshold_uncertainty_score":0.01043862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111406218786823,"score_gpt":0.3020153320528076,"score_spread":0.2809012698649394,"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."}}