{"id":"W7004773382","doi":"","title":"Observations of positive mental health indicators in undergraduates using specialized mobile apps during the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Mental health; Pandemic; Data collection; Mobile apps; Coronavirus disease 2019 (COVID-19); mHealth; Smartphone app","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003823938,0.0001352617,0.0001605006,0.0002987794,0.000555445,0.00001491241,0.0003240331,0.00008066536,0.00001373454],"category_scores_gemma":[0.00001562622,0.0001403066,0.00006904372,0.0005487087,0.0001344518,0.00002719754,0.0004293916,0.0002008905,0.000001212613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004288228,"about_ca_system_score_gemma":0.0003162828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001983729,"about_ca_topic_score_gemma":0.001193638,"domain_scores_codex":[0.9986126,0.000480783,0.0002210087,0.0003098055,0.0001540724,0.0002217771],"domain_scores_gemma":[0.9994435,0.00002437461,0.0002240108,0.0001961403,0.0000201449,0.00009183517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001901608,0.00006247628,0.9311989,0.00001406883,0.00004747308,0.000005772163,0.0005035551,0.0006745613,0.06721035,0.00001960916,7.96955e-7,0.00007227821],"study_design_scores_gemma":[0.001158715,0.0001420339,0.9854156,0.00001461812,0.00001121566,0.00005540495,0.001124926,5.305668e-7,0.009148167,0.0000361643,0.002726411,0.0001662239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986822,0.0002528268,0.0000796358,0.0002805731,0.0001007056,0.0004378848,0.0001421769,0.0000130829,0.00001092368],"genre_scores_gemma":[0.9983448,0.0001192443,0.00003270336,0.0004179802,0.00002295191,0.000004395679,0.0004196588,0.00001215586,0.0006260807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05806218,"threshold_uncertainty_score":0.5721536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09138660833010143,"score_gpt":0.3382152116509979,"score_spread":0.2468286033208965,"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."}}