{"id":"W2061534466","doi":"10.1378/chest.132.4_meetingabstracts.437a","title":"THE INTRODUCTION OF INDUCED SPUTUM CELL COUNTS IN HOSPITAL-BASED ASTHMA CLINICS SIGNIFICANTLY REDUCES ASTHMA-RELATED EMERGENCY ROOM VISITS","year":2007,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Sputum; Asthma; Emergency department; Clinical trial; Randomized controlled trial; Emergency medicine; Intensive care medicine; Asthma management; Asthma exacerbations; Internal medicine; Pathology; Nursing; Tuberculosis","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":[0.0007960341,0.0003952859,0.001287941,0.0003511252,0.0005114909,0.000707067,0.0006532404,0.001042678,0.004991048],"category_scores_gemma":[0.008048165,0.0002955316,0.0005503805,0.0003141332,0.0002071445,0.0005759328,0.0003771254,0.002156338,0.0006965552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005818113,"about_ca_system_score_gemma":0.001359807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226017,"about_ca_topic_score_gemma":0.005121967,"domain_scores_codex":[0.9989286,0.000435204,0.00008746125,0.0001080451,0.000307841,0.0001328459],"domain_scores_gemma":[0.9944257,0.002200829,0.001065774,0.0002376721,0.0006772858,0.001392808],"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":[0.01717607,0.02491189,0.4418692,0.000860166,0.000570432,0.0006655157,0.0006187359,0.0007654182,0.02283546,0.0002249817,0.02377196,0.4657301],"study_design_scores_gemma":[0.001855787,0.01301623,0.9743502,0.00014637,0.0004533377,0.0006758926,0.0002728856,0.001565999,0.003998361,0.0001310515,0.003502987,0.00003091711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829821,0.003822929,0.0008383729,0.005402865,0.0008813347,0.0001466794,0.000435138,0.0004603285,0.005030187],"genre_scores_gemma":[0.9942782,0.0006027852,0.001771805,0.001541384,0.000515843,0.000054834,0.0003100041,0.00003202058,0.0008930999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004991048,"threshold_uncertainty_score":0.01669675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009916623150562472,"score_gpt":0.2773443479915292,"score_spread":0.2674277248409667,"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."}}