{"id":"W2036479819","doi":"10.1016/j.rmed.2012.12.022","title":"Comparison of changes in lung function measured by plethymography and IOS after bronchoprovocation","year":2013,"lang":"en","type":"article","venue":"Respiratory Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Plethysmograph; Spirometry; Medicine; Methacholine; Bronchoconstriction; Asthma; Inhalation; Cardiology; Airway resistance; Internal medicine; Anesthesia; Lung; Respiratory disease","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":[0.0002928211,0.0001874771,0.0005078843,0.000377807,0.00003600515,0.000005606022,0.00005012367,0.0001372547,0.0004135113],"category_scores_gemma":[0.0001463107,0.0001399834,0.00004265523,0.0003748964,0.0002820117,0.0001037831,0.00001996034,0.0001857817,0.000008684437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004066044,"about_ca_system_score_gemma":0.00005265646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007574664,"about_ca_topic_score_gemma":0.0000547933,"domain_scores_codex":[0.9985098,0.0001120094,0.0004462853,0.0002909871,0.0004230729,0.0002177986],"domain_scores_gemma":[0.9991085,0.00006327845,0.0001592853,0.0002622102,0.0001792594,0.0002274829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003425439,0.0001983606,0.8144955,0.0004903004,0.00003566912,0.000004438373,0.0004441038,7.979993e-7,0.1368024,0.000008349421,0.01469063,0.03248692],"study_design_scores_gemma":[0.002651794,0.001481665,0.9625809,0.0005914875,0.0001437004,0.000002220241,0.0008620674,0.0001413983,0.004911133,0.00001785763,0.02646446,0.0001513673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641022,0.03351965,0.0001161719,0.0009712704,0.0001215127,0.0007685566,0.000004732989,0.00004008133,0.0003558141],"genre_scores_gemma":[0.9976295,0.0000753759,0.00001810097,0.00175692,0.0002350777,0.0001765811,0.0000174944,0.0000227036,0.00006819896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1480854,"threshold_uncertainty_score":0.5708359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237258777128218,"score_gpt":0.3021256880617435,"score_spread":0.2797531002904613,"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."}}