{"id":"W4403058902","doi":"10.58931/cait.2023.3143","title":"Severe Asthma Phenotypes: Challenges and Options for Control","year":2023,"lang":"en","type":"article","venue":"Canadian allergy & immunology today.","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Asthma; Phenotype; Control (management); Medicine; Intensive care medicine; Business; Computer science; Biology; Genetics; Immunology; Artificial intelligence","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":[0.00009651943,0.0001629819,0.0002873909,0.0002981186,0.000222533,0.000009955528,0.00009326502,0.000213019,0.0002293125],"category_scores_gemma":[0.0001182102,0.0001534108,0.00009400638,0.0001097878,0.0001978006,0.00004878835,0.00001927223,0.0001328111,0.0001879302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008454743,"about_ca_system_score_gemma":0.0005708351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188349,"about_ca_topic_score_gemma":0.03091081,"domain_scores_codex":[0.9989195,0.00004509612,0.0001654808,0.000298293,0.00006176556,0.0005098492],"domain_scores_gemma":[0.9990826,0.0001020621,0.0000372546,0.0002747305,0.00009422844,0.0004091804],"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":[0.001364888,0.0002434917,0.001891906,0.0003616019,0.003975578,0.001202035,0.002927561,0.0001759176,0.003573968,0.1042488,0.07904559,0.8009886],"study_design_scores_gemma":[0.002561229,0.0004152984,0.1486782,0.00004907438,0.00004128598,0.00009601322,0.001317209,0.0001320734,0.00001376221,0.0005274145,0.8459663,0.0002021163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6340647,0.2397996,0.0001275619,0.09084707,0.001896331,0.002697642,0.0007776886,0.0008497805,0.02893969],"genre_scores_gemma":[0.9855251,0.005460724,0.00009046745,0.002703079,0.0002603293,0.0002230872,0.0001367593,0.00005274118,0.005547666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8007865,"threshold_uncertainty_score":0.9867725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650877265359954,"score_gpt":0.2426367311910722,"score_spread":0.2261279585374727,"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."}}