{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01287106,0.00139129,0.003293407,0.001743958,0.001633556,0.005951729,0.002946336,0.005062303,0.01209479],"category_scores_gemma":[0.01790554,0.0003365022,0.001801476,0.001096441,0.002681796,0.005786578,0.00384527,0.01209623,0.004156861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002933972,"about_ca_system_score_gemma":0.007579016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005028731,"about_ca_topic_score_gemma":0.009575273,"domain_scores_codex":[0.9961427,0.001496368,0.0005468263,0.0005297008,0.0009113772,0.0003729809],"domain_scores_gemma":[0.9850039,0.008472877,0.0008377492,0.0005123141,0.003016877,0.002156167],"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":[0.0003589007,0.0003314326,0.005278276,0.003356814,0.0001711698,0.0006343854,0.0003665707,0.0006849534,0.0004753435,0.03977953,0.1583789,0.7901839],"study_design_scores_gemma":[0.0001745959,0.0004495916,0.008144001,0.02212757,0.0003457114,0.002003681,0.002843268,0.002041856,0.0002440272,0.09624717,0.8652255,0.0001531476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001068306,0.6414633,0.00589439,0.3377287,0.004144067,0.00006972386,0.0003030463,0.0001929315,0.009135595],"genre_scores_gemma":[0.04109186,0.816498,0.02158706,0.08388688,0.02907365,0.000528457,0.001242064,0.0001129712,0.005979089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01287106,"threshold_uncertainty_score":0.06806946,"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."}}