{"id":"W4404136743","doi":"10.1016/j.conctc.2024.101390","title":"Modeling severe uncontrolled asthma: Transitioning away from health states","year":2024,"lang":"en","type":"article","venue":"Contemporary Clinical Trials Communications","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"Regeneron Pharmaceuticals; Sanofi","keywords":"Asthma; Medicine; Environmental health; Immunology","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":[0.002329432,0.0005322032,0.0007031122,0.0005595842,0.0003724598,0.001151751,0.00139062,0.001295557,0.002159275],"category_scores_gemma":[0.007502538,0.0004372269,0.001132856,0.0006995281,0.001234276,0.00111779,0.001242133,0.00186028,0.0001465992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499683,"about_ca_system_score_gemma":0.001392129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0308803,"about_ca_topic_score_gemma":0.01422505,"domain_scores_codex":[0.9992545,0.0003930893,0.00003577114,0.0001470537,0.00006348268,0.0001061241],"domain_scores_gemma":[0.9960431,0.00291233,0.0004980974,0.0001583335,0.0001615911,0.0002265057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000579051,0.00004311098,0.01248119,0.00003346854,0.0000468886,0.0001434091,0.0001014515,0.9743938,0.0001000108,0.009795424,0.0004131684,0.002390094],"study_design_scores_gemma":[0.00003905977,0.00004865074,0.001821991,0.00001349223,0.0000212571,0.00004904166,0.00004345651,0.9835091,0.00004675101,0.01389333,0.0005046368,0.000009241815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6712559,0.001090996,0.3100352,0.00445333,0.000160827,0.0003126888,0.00308317,0.0002534561,0.009354454],"genre_scores_gemma":[0.9875967,0.0003180591,0.009511096,0.0002404101,0.00004130726,0.0001618961,0.0004864281,0.00001521962,0.00162886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0308803,"threshold_uncertainty_score":0.06140113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3620200186460999,"score_gpt":0.5033473994838688,"score_spread":0.1413273808377689,"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."}}