{"id":"W2897992630","doi":"10.2196/11988","title":"“How Is My Child’s Asthma?” Digital Phenotype and Actionable Insights for Pediatric Asthma","year":2018,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Mental Health","keywords":"Asthma; Medicine; Asthma management; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006333589,0.0002074605,0.0002451752,0.0001972165,0.0004594918,0.0002666758,0.00005416586,0.0001203932,0.00003176545],"category_scores_gemma":[0.0001119005,0.0001709859,0.00009116343,0.0002883588,0.00007608043,0.0003226738,0.00007962662,0.0001299023,0.00001211292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001506488,"about_ca_system_score_gemma":0.00009020476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002471024,"about_ca_topic_score_gemma":0.000002016845,"domain_scores_codex":[0.9988019,0.00001063865,0.000218538,0.0004083334,0.0002319796,0.0003285649],"domain_scores_gemma":[0.9991276,0.00008006737,0.0001509384,0.0001553341,0.0002073884,0.0002787307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003706723,0.0004814339,0.8683301,0.001681584,0.00006785576,0.00002959507,0.001514351,7.548942e-7,0.00007398454,0.0004500941,0.02135355,0.1056461],"study_design_scores_gemma":[0.002693887,0.001157558,0.3370838,0.00004988078,0.0002230377,0.0000538205,0.0008725926,0.000552236,0.00009128755,0.0003569715,0.6562833,0.0005816325],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914339,0.005220128,0.0002862974,0.0003517838,0.0002934282,0.0005212281,0.00006853174,0.00006828218,0.001756381],"genre_scores_gemma":[0.9922417,0.0003363582,0.0001988251,0.0002844401,0.005466274,0.00004022901,0.00005184973,0.00003422286,0.001346055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6349297,"threshold_uncertainty_score":0.6972603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01307320800755517,"score_gpt":0.2594492709978614,"score_spread":0.2463760629903063,"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."}}