{"id":"W7070430865","doi":"","title":"The prevalence of treatable traits among those with undifferentiated cough and breathlessness in the general population – The Busselton Respiratory Survey.","year":2023,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Public Administration and Political Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Respiratory system; Population; Respiratory disease; Disease; Epidemiology","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":[0.002235618,0.00005914361,0.0001116075,0.00006917198,0.001063566,0.0001097158,0.0003093918,0.00006568843,0.000008567368],"category_scores_gemma":[0.00005166766,0.00003305519,0.00002540813,0.0005826484,0.00137969,0.0001963744,0.00005457076,0.0001552759,5.65028e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002098299,"about_ca_system_score_gemma":0.00009337501,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0362225,"about_ca_topic_score_gemma":0.01599822,"domain_scores_codex":[0.9975129,0.001464284,0.0001169096,0.0001573494,0.0005117035,0.0002368115],"domain_scores_gemma":[0.9990263,0.0005169091,0.00008375393,0.0001441993,0.0001602482,0.00006859344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006430518,0.00003564615,0.9865643,0.00007801129,0.00002749359,0.00001226943,0.007179628,0.000005500599,0.0001611978,0.005447969,0.0001526079,0.0002711057],"study_design_scores_gemma":[0.0001456736,0.00006763956,0.9862481,0.00003946895,0.00002156668,9.803343e-7,0.01284072,0.00007432018,0.0001241359,0.000100336,0.0002941377,0.00004291316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998461,0.00004870499,0.000003456218,0.0008341627,0.00001315048,0.0002525048,0.00002819077,0.000008277748,0.0003505682],"genre_scores_gemma":[0.982316,0.0001698342,0.000003047552,0.00000320379,0.00002282908,0.000001922412,0.00000877631,0.000002505526,0.01747195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02022427,"threshold_uncertainty_score":0.9701954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1298020432033771,"score_gpt":0.3857417399806599,"score_spread":0.2559396967772828,"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."}}