{"id":"W4404103572","doi":"10.1183/13993003.congress-2024.pa324","title":"Impact of type 2 biomarkers on changes in subjective cough outcomes in chronic cough","year":2024,"lang":"en","type":"article","venue":"","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Chronic cough; Medicine; Intensive care medicine; Internal medicine; Asthma","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003889527,0.0001411052,0.0003237492,0.0005383705,0.00001270178,0.00001224969,0.00007807659,0.0001434403,0.0009145975],"category_scores_gemma":[0.0001138615,0.00008970239,0.00009326075,0.001045133,0.00008028621,0.00005922374,0.00002608105,0.0003892644,0.0001122268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007331644,"about_ca_system_score_gemma":0.000703926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000935645,"about_ca_topic_score_gemma":0.001001303,"domain_scores_codex":[0.9988697,0.00007551523,0.0002108749,0.000252271,0.0002956069,0.0002959865],"domain_scores_gemma":[0.9994127,0.0002215691,0.00002069231,0.0002149834,0.00005946712,0.00007060134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004767386,0.001082605,0.8727584,0.0009614895,0.001793281,0.002464929,0.002310108,0.0004573292,0.06630845,0.001779802,0.005490913,0.03982528],"study_design_scores_gemma":[0.002427463,0.005568359,0.9754703,0.000909399,0.0000345335,0.00001563479,0.0003325192,0.002241251,0.01126848,0.0001436919,0.001391126,0.0001972335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773487,0.001760978,0.00000168213,0.0006323413,0.0001223072,0.000409941,0.000007433694,0.00003954515,0.019677],"genre_scores_gemma":[0.9970171,0.0003504943,0.000005750621,0.00007503574,0.00004029304,0.00001695735,0.000006021949,0.00001927737,0.002469044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027119,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04211953667104884,"score_gpt":0.3976232979095535,"score_spread":0.3555037612385047,"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."}}