{"id":"W4396501080","doi":"10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a5741","title":"Patient-reported Worsenings of Their Asthma and/or COPD (NOVELTY)","year":2024,"lang":"en","type":"article","venue":"","topic":"Restraint-Related Deaths","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Novelty; Asthma; COPD; Computer science; Medicine; Psychology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001139779,0.0001375332,0.0002604336,0.0001588232,0.00001687867,0.00002007871,0.00003285254,0.0001134973,0.0009941378],"category_scores_gemma":[0.0001414081,0.00008145891,0.0000766382,0.0003359414,0.00009020834,0.00006975755,0.00003982101,0.0002067973,0.00003621672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002440961,"about_ca_system_score_gemma":0.000142767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000720915,"about_ca_topic_score_gemma":0.000006146437,"domain_scores_codex":[0.9989591,0.00001386351,0.0003863814,0.0002572202,0.0002034003,0.0001800623],"domain_scores_gemma":[0.999381,0.0001153605,0.00006000762,0.0002453742,0.0000742347,0.000124005],"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":[0.001845688,0.0007409941,0.01743456,0.001553696,0.002719645,0.007085592,0.01226508,0.00001523566,0.2399673,0.01702511,0.04103272,0.6583144],"study_design_scores_gemma":[0.009815631,0.007949025,0.1086423,0.00672678,0.000990747,0.01235656,0.007263539,0.01944812,0.1694368,0.002827986,0.653026,0.001516483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534562,0.0008348286,0.0003764613,0.0008849514,0.0002067588,0.0003182358,0.000005467729,0.0002218923,0.04369519],"genre_scores_gemma":[0.9869398,0.00006556436,0.001212075,0.0002373358,0.00004149392,0.000007128348,0.00001674311,0.00002853792,0.01145133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6567979,"threshold_uncertainty_score":0.9999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849231315178432,"score_gpt":0.2720331691537952,"score_spread":0.2535408560020109,"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."}}