{"id":"W2808118396","doi":"10.21037/mhealth.2018.05.05","title":"MyHealthyGut: development of a theory-based self-regulatory app to effectively manage celiac disease","year":2018,"lang":"en","type":"article","venue":"mHealth","topic":"Celiac Disease Research and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Mitacs; Calgary Foundation; Canadian Celiac Association","keywords":"Disease; Computer science; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001336476,0.000202546,0.0003548765,0.0003726746,0.0001921847,0.00001220766,0.0001594569,0.00004174709,0.0002035675],"category_scores_gemma":[0.0001369516,0.0001749954,0.0001021187,0.0004336694,0.0001030654,0.00003846878,0.0001259165,0.0001205214,0.0003985464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004463911,"about_ca_system_score_gemma":0.001546827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003294012,"about_ca_topic_score_gemma":0.00002771865,"domain_scores_codex":[0.9975839,0.000181684,0.0003907777,0.0004507433,0.0007363051,0.0006566219],"domain_scores_gemma":[0.9973572,0.00008446777,0.00009792563,0.0005970591,0.0002087777,0.001654514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02864948,0.009303379,0.0341498,0.03697776,0.001224199,0.000409936,0.006296657,0.00003686111,0.002204257,0.0402456,0.05281161,0.7876905],"study_design_scores_gemma":[0.00391372,0.001478293,0.7827904,0.0006373,0.0002055672,0.000001087094,0.0001522652,0.0003858579,0.003113831,0.0005155901,0.2064898,0.0003161996],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9678589,0.000783974,0.01688055,0.003497518,0.0002468091,0.00418708,0.00003970604,0.0003286681,0.006176812],"genre_scores_gemma":[0.9876363,0.00003341625,0.007493543,0.003414613,0.0001992978,0.0002519799,0.00003849838,0.00004228062,0.0008901127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7873743,"threshold_uncertainty_score":0.7136104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494336996736181,"score_gpt":0.3290089098601826,"score_spread":0.3140655398928208,"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."}}