{"id":"W2488880313","doi":"10.1201/b14271-22","title":"Monitoring the Impact of Asthma Drug Therapy: Database Studies","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; Database; Medicine; Drug; Computer science; Pharmacology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"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":[0.02564933,0.000341638,0.0007850534,0.005110301,0.0003587737,0.00236989,0.001659297,0.001125753,0.007540975],"category_scores_gemma":[0.09541167,0.0003842311,0.001022242,0.01158111,0.0003586939,0.002125758,0.001233283,0.0006469807,0.002072168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296482,"about_ca_system_score_gemma":0.001730629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006295373,"about_ca_topic_score_gemma":0.006998126,"domain_scores_codex":[0.9792582,0.01069432,0.00464602,0.001659388,0.003524099,0.00021802],"domain_scores_gemma":[0.869531,0.0884871,0.01751246,0.01204043,0.01056299,0.001865977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008425607,0.001425208,0.4139365,0.01539474,0.007540489,0.0003584216,0.000687818,0.00567474,0.0006625512,0.01046965,0.2008388,0.3345855],"study_design_scores_gemma":[0.003782616,0.003092194,0.636901,0.006105834,0.008815582,0.001984666,0.001722015,0.01528983,0.002261154,0.008243378,0.3115116,0.0002901812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2620264,0.0436926,0.01548148,0.006840315,0.0003547696,0.003573899,0.6429312,0.0006505103,0.02444894],"genre_scores_gemma":[0.4483952,0.02496677,0.03776931,0.003062068,0.0003807884,0.003965926,0.4774648,0.0002029812,0.00379218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02564933,"threshold_uncertainty_score":0.1356482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08408470216292835,"score_gpt":0.373592989315752,"score_spread":0.2895082871528236,"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."}}