{"id":"W2964666140","doi":"10.1111/resp.13661","title":"Suboptimal asthma care: Lessons from Australia and a way forward","year":2019,"lang":"en","type":"letter","venue":"Respirology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Asthma; Intensive care medicine; Internal medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006440538,0.0004789287,0.001012163,0.0002359039,0.00007484729,0.00002748228,0.0001939291,0.001870664,0.001388972],"category_scores_gemma":[0.00006609233,0.0003920406,0.0002980435,0.00008272622,0.0003225221,0.00004241568,0.0001444766,0.001652313,0.0007973643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007971711,"about_ca_system_score_gemma":0.000213801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002647371,"about_ca_topic_score_gemma":0.00002891315,"domain_scores_codex":[0.9975505,0.0001799287,0.0003727575,0.0008820128,0.0003226267,0.0006921627],"domain_scores_gemma":[0.9985337,0.0002289063,0.0001835649,0.000761407,0.0001014681,0.0001909002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003921225,0.00003501007,0.009121187,0.0003357177,0.0002565433,0.004045155,0.0001589501,0.000001575842,0.0002479356,0.0000342201,0.9799445,0.005427063],"study_design_scores_gemma":[0.001387044,0.0009476819,0.05268953,0.00009126309,0.0003623118,0.0001269079,0.00004522786,0.000004473056,0.00003839988,0.00003477577,0.9439341,0.0003382984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4471372,0.007353598,0.00003261025,0.5405545,0.001311481,0.0009104424,0.0007990466,0.0001331552,0.001767969],"genre_scores_gemma":[0.1269506,0.00008915964,0.000302836,0.8384646,0.01143068,0.0001163768,0.001885245,0.0001941384,0.02056639],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3201866,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874013781703574,"score_gpt":0.3137827691168485,"score_spread":0.2850426312998128,"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."}}