{"id":"W3007254079","doi":"10.1002/lrh2.10217","title":"A user‐centered, learning asthma smartphone application for patients and providers","year":2020,"lang":"en","type":"article","venue":"Learning Health Systems","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Saint Louis University; Google","keywords":"Computer science; User-centered design; Scalability; Health care; Multimedia; Phone; Human–computer interaction","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001479392,0.0002773683,0.0006418695,0.0001093784,0.002824204,0.00003110429,0.0001721365,0.0002675725,0.00001773263],"category_scores_gemma":[0.0008977916,0.0002793946,0.00006180881,0.0003594422,0.00004517272,0.0001466562,0.00008891126,0.001319698,0.0002499266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215739,"about_ca_system_score_gemma":0.0008646745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187821,"about_ca_topic_score_gemma":0.00008853838,"domain_scores_codex":[0.9950909,0.001149571,0.001461903,0.0007772952,0.0003219482,0.001198387],"domain_scores_gemma":[0.9960474,0.0007875407,0.001300565,0.0002441711,0.0003455684,0.001274736],"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":[0.0005819075,0.0001638507,0.8161138,0.02419131,0.00003477731,4.391485e-7,0.01168282,0.0008185152,0.00005856225,0.004903177,0.03668385,0.1047669],"study_design_scores_gemma":[0.002657633,0.0009519417,0.02552246,0.0003114225,0.000008228183,0.00000101147,0.003652327,0.01784036,5.63873e-7,0.00001352665,0.9488336,0.0002068996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4620197,0.009480292,0.2748617,0.1265382,0.004099812,0.1156142,0.0002769875,0.004172718,0.002936462],"genre_scores_gemma":[0.9644536,0.0006302499,0.001042459,0.008432084,0.0008167798,0.02277331,0.0004844883,0.0001143136,0.001252666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9121498,"threshold_uncertainty_score":0.9999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04088728233482158,"score_gpt":0.3810999348892269,"score_spread":0.3402126525544053,"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."}}