{"id":"W4284683826","doi":"10.2196/34102","title":"Awareness, Acceptability, and Perceived Effectiveness of Text-Based Therapy Among Graduate Students: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Florida","keywords":"Mental health; Psychology; Clinical psychology; Population; Wilcoxon signed-rank test; Test (biology); Medicine; Medical education; Family medicine; Psychiatry; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004208938,0.0002375032,0.0005580452,0.0009853475,0.0007831256,0.001461141,0.00055256,0.0008512362,0.002414709],"category_scores_gemma":[0.01147786,0.0004579321,0.0006925103,0.0007842428,0.0006714039,0.001211128,0.0009979383,0.001464976,0.0005273756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315885,"about_ca_system_score_gemma":0.0006632228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002011579,"about_ca_topic_score_gemma":0.002679402,"domain_scores_codex":[0.9982222,0.0006056618,0.0002274014,0.0001872495,0.0005263524,0.000231149],"domain_scores_gemma":[0.9920677,0.00219871,0.002878836,0.0002951272,0.00113188,0.001427691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007621042,0.001235036,0.9816093,0.0001035598,0.00004846918,0.0001007084,0.01013464,0.00001945207,0.000328128,0.00003056963,0.0002415757,0.006072395],"study_design_scores_gemma":[0.00001542959,0.001453178,0.9729146,0.0000776193,0.00004242132,0.0003249057,0.02426671,0.0001669619,0.0001182338,0.00002922821,0.0005732988,0.00001739625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994985,0.00006003968,0.00003534546,0.00004899249,0.000003315097,0.00003172925,0.00004502768,0.000001711309,0.0002751895],"genre_scores_gemma":[0.9993221,0.0001395693,0.0001188033,0.0001241513,0.00000944594,0.00005597461,0.00006829109,0.000001857839,0.0001598675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004208938,"threshold_uncertainty_score":0.02225924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175851153720225,"score_gpt":0.4984585289934113,"score_spread":0.3808734136213888,"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."}}