{"id":"W3154808063","doi":"10.2196/26186","title":"Using Multimodal Assessments to Capture Personalized Contexts of College Student Well-being in 2020: Case Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health Research Topics","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, Irvine","keywords":"Loneliness; Mental health; Anxiety; Pandemic; Psychology; Depression (economics); Well-being; Clinical psychology; Medicine; Coronavirus disease 2019 (COVID-19); Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00359614,0.0002047194,0.0005043874,0.0005721137,0.0003158936,0.00005171529,0.0003857012,0.0001390094,0.002001742],"category_scores_gemma":[0.0001269368,0.000194758,0.00007592837,0.001701018,0.0001680644,0.0002264967,0.0007061876,0.001219951,0.0001649339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027077,"about_ca_system_score_gemma":0.0005063423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003942623,"about_ca_topic_score_gemma":0.002119663,"domain_scores_codex":[0.9921408,0.003728569,0.0007301524,0.0005158671,0.001794666,0.001089981],"domain_scores_gemma":[0.9974238,0.0007190072,0.0001058063,0.0005352802,0.0008037295,0.0004123494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001646139,0.01611892,0.2257161,0.0009770355,0.0005217782,0.0601161,0.6704612,0.0000463585,0.001607792,0.006767042,0.004536947,0.01148463],"study_design_scores_gemma":[0.01016057,0.002244126,0.1603399,0.0003276693,0.00001033858,0.001175497,0.8224956,0.001342171,0.0004256777,0.0001611616,0.0009966652,0.0003206226],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828883,0.0001489923,0.00006148652,0.0002784533,0.0002618824,0.003547409,0.00007538788,0.00001268032,0.01272542],"genre_scores_gemma":[0.9957323,0.00000592347,0.000419732,0.00008550391,0.00005430019,0.000591732,0.00001070235,0.00002930204,0.003070483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1520344,"threshold_uncertainty_score":0.9989105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1766570480835619,"score_gpt":0.6035502219059252,"score_spread":0.4268931738223633,"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."}}