{"id":"W4317387856","doi":"10.3389/fphys.2023.1113100","title":"Airway remodeling heterogeneity in asthma and its relationship to disease outcomes","year":2023,"lang":"en","type":"review","venue":"Frontiers in Physiology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Asthma; Airway; Bronchoconstriction; Bronchial thermoplasty; Airway obstruction; Pathology; Immunology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001195233,0.0002896539,0.0007537327,0.001051869,0.0001932086,0.001186364,0.0003665857,0.0006693454,0.001449429],"category_scores_gemma":[0.001922135,0.0001471986,0.0009680908,0.001066103,0.0004059437,0.0006593623,0.0005786311,0.0009955026,0.000229526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004284334,"about_ca_system_score_gemma":0.0005731201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558537,"about_ca_topic_score_gemma":0.00165026,"domain_scores_codex":[0.9993786,0.0001694711,0.0001158086,0.0001096588,0.0001623087,0.0000642419],"domain_scores_gemma":[0.9989772,0.0005207128,0.0003063272,0.00002304555,0.0001273346,0.0000454273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009237621,0.0001086565,0.07977524,0.03647454,0.002378305,0.001194542,0.0009437354,0.001545224,0.005251599,0.008422441,0.01262132,0.8503606],"study_design_scores_gemma":[0.0001465459,0.001187695,0.4849048,0.02895078,0.006459243,0.01384145,0.001716199,0.002549628,0.002972568,0.01919862,0.4378861,0.000186337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008231868,0.9889442,0.0006049073,0.000840697,0.0001179121,0.00001781579,0.0002218111,0.00001016949,0.001010782],"genre_scores_gemma":[0.09913416,0.8975562,0.0009720795,0.0005748389,0.0006685434,0.00004957834,0.0005079519,0.000006369456,0.0005303225],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001558537,"threshold_uncertainty_score":0.006321073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06881058438747709,"score_gpt":0.362329481922163,"score_spread":0.293518897534686,"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."}}