{"id":"W3009366485","doi":"10.1111/all.14256","title":"The evolving algorithm of biological selection in severe asthma","year":2020,"lang":"en","type":"review","venue":"Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"Respiratory Effectiveness Group","keywords":"Asthma; Selection (genetic algorithm); Medicine; Intensive care medicine; Computer science; 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":[0.0001042078,0.0002006898,0.0008952147,0.00006679806,0.00005173004,0.000008015176,0.0001239292,0.0002320853,0.0001157181],"category_scores_gemma":[0.0001675931,0.0001047564,0.0003346359,0.0003350815,0.00006827655,0.00001783457,0.00006170751,0.0003021886,0.00002729039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006844987,"about_ca_system_score_gemma":0.000378943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001335978,"about_ca_topic_score_gemma":0.00001337377,"domain_scores_codex":[0.9988289,0.0001682208,0.0004224166,0.0002453829,0.0001546888,0.0001803483],"domain_scores_gemma":[0.9993846,0.0001710684,0.0001771392,0.0001235895,0.00004932045,0.00009427321],"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":[0.000009654352,0.00004029086,0.00001539538,0.0008004117,0.00009999301,0.0000487067,0.000008572217,3.103683e-7,6.129453e-7,0.00002824353,0.001078753,0.9978691],"study_design_scores_gemma":[0.000173819,0.0002381892,0.0003196205,0.002598206,0.00004723773,0.00007936495,0.00002317851,0.00005912647,5.167342e-7,0.000009522825,0.9963454,0.0001058215],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009819129,0.9987171,0.00002867087,0.00005351384,0.0000833527,0.000316318,0.00001135457,0.0000269526,0.000752913],"genre_scores_gemma":[0.00004346232,0.9991243,0.0001646244,0.00006093661,0.0003026482,0.00004065591,0.0000374307,0.00002191236,0.0002040592],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9977632,"threshold_uncertainty_score":0.4271841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0341053022063729,"score_gpt":0.3141910797094228,"score_spread":0.2800857775030499,"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."}}