{"id":"W3048227071","doi":"10.1111/resp.13926","title":"Predictors of response to <scp>anti‐IL‐5</scp> biologics","year":2020,"lang":"en","type":"article","venue":"Respirology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Mepolizumab; Medicine; Benralizumab; Exacerbation; Asthma; Eosinophil; Immunology; Eosinophilia; Interleukin 5; Eosinophil cationic protein; Asthma exacerbations; Cytokine; Allergic inflammation; Interleukin","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":[0.0002602939,0.000166482,0.0004892555,0.0001498874,0.00004120978,0.000003610162,0.0001703767,0.0002219076,0.00007885078],"category_scores_gemma":[0.003802452,0.0001256147,0.0001480055,0.000347727,0.0001989467,0.00002296702,0.0001235656,0.0001768046,0.0002085903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001777384,"about_ca_system_score_gemma":0.0002008233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002579563,"about_ca_topic_score_gemma":6.522455e-7,"domain_scores_codex":[0.9984763,0.0002828233,0.0003625115,0.0003541629,0.0001849787,0.0003392304],"domain_scores_gemma":[0.9985092,0.0004578402,0.0001070058,0.0003067138,0.00009905813,0.000520192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00364658,0.0002405428,0.4565359,0.0001307482,0.0001348154,0.0004049811,0.0007493859,0.0001207979,0.5051226,0.0001426198,0.03007705,0.002693918],"study_design_scores_gemma":[0.0009866033,0.00500366,0.4452795,0.00001790033,0.00007193785,0.00002017294,0.0001742791,0.00003191031,0.01288665,0.00001730433,0.5354623,0.00004781262],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928979,0.0005019705,0.0001292135,0.004758327,0.0001508783,0.0003492552,0.00006360993,0.000110021,0.001038814],"genre_scores_gemma":[0.9884936,0.0000251854,0.0001666172,0.01062757,0.0003461083,0.00001588172,0.000009760713,0.00002316579,0.000292071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5053852,"threshold_uncertainty_score":0.5122418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072831418558446,"score_gpt":0.2741660447167177,"score_spread":0.2534377305311332,"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."}}