{"id":"W2777204451","doi":"10.1183/1393003.congress-2017.pa667","title":"Asthma Control and the Influence of Valved Holding Chamber (VHC) Type: Results from a Real World, Retrospective Study","year":2017,"lang":"en","type":"article","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; Asthma; Retrospective cohort study; Control (management); Internal medicine; Artificial intelligence; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002115422,0.00008302563,0.0001708472,0.00004401954,0.0001736751,0.0001049547,0.0001396484,0.0000355206,0.000009756944],"category_scores_gemma":[0.000368388,0.00005439474,0.00002226786,0.00005692751,0.000154671,0.0001553079,0.00004808826,0.0001195954,0.00000521115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001812087,"about_ca_system_score_gemma":0.000005325869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007607159,"about_ca_topic_score_gemma":0.0005423689,"domain_scores_codex":[0.9994863,0.00002115001,0.0001776401,0.0001295853,0.00009968571,0.00008565158],"domain_scores_gemma":[0.9993103,0.00008914027,0.00008298516,0.0004389839,0.00006381218,0.00001482898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003126103,0.0003722381,0.6939695,0.00005777217,0.002752202,0.0001094764,0.02501849,0.05721727,0.06976394,0.134253,0.006325837,0.00703422],"study_design_scores_gemma":[0.003054759,0.00003842648,0.9883201,0.00002139238,0.00001243839,4.20912e-7,0.0003782999,0.006019489,0.0005945484,0.001426522,0.00005455689,0.00007911756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926533,0.00001794249,0.00008721044,0.0002918464,0.0000689988,0.0002367174,0.00001738924,0.0002335387,0.006393052],"genre_scores_gemma":[0.999431,0.00003599509,0.0002207104,0.00001438041,0.00002432915,0.00001337188,0.000001500227,0.000007720476,0.0002509812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2943505,"threshold_uncertainty_score":0.2218153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064687065070069,"score_gpt":0.2461105748365655,"score_spread":0.2354637041858648,"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."}}