{"id":"W2116008397","doi":"10.1378/chest.130.4.1072","title":"Dynamic Hyperinflation During Bronchoconstriction in Asthma","year":2006,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Bronchoconstriction; Medicine; Methacholine; Spirometry; Asthma; Dynamic hyperinflation; Lung volumes; Anesthesia; Cardiology; Internal medicine; Respiratory disease; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006697974,0.00006844923,0.000101989,0.0001607943,0.00008078536,0.0000219443,0.00002473938,0.00004931167,0.00009639532],"category_scores_gemma":[0.00002047294,0.0000578815,0.00005904751,0.0001294097,0.0000264323,0.0001146157,0.000006751421,0.0001998096,0.00002538176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001705581,"about_ca_system_score_gemma":0.00008041195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007863383,"about_ca_topic_score_gemma":0.00001169811,"domain_scores_codex":[0.9994198,0.00001756031,0.0002087248,0.00008162051,0.0001338081,0.000138501],"domain_scores_gemma":[0.999747,0.000007716336,0.00006926728,0.00006059364,0.00003578546,0.00007967536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001548324,0.0002210422,0.9057181,0.0001027237,0.000009983912,0.0006166156,0.00005159662,0.000982067,0.06378157,0.00002866827,0.0001368116,0.028196],"study_design_scores_gemma":[0.001247645,0.00004690369,0.9918298,0.00007962127,0.000009312418,0.0009023983,0.0000716174,0.0004322664,0.001025127,0.00004563513,0.004250119,0.00005962301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969605,0.0005420072,0.0003161121,0.0001509717,0.0001156928,0.00006983802,6.271302e-7,0.00002134195,0.001822948],"genre_scores_gemma":[0.9988878,0.00003396595,0.0003537854,0.00002571896,0.0003113408,0.000002239071,0.000004077347,0.000009580757,0.0003714781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08611163,"threshold_uncertainty_score":0.2360339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005277106198818075,"score_gpt":0.2360624042246178,"score_spread":0.2307852980257997,"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."}}