{"id":"W3083890390","doi":"10.2196/21280","title":"Evaluation of ReachOut.com, an Unstructured Digital Youth Mental Health Intervention: Prospective Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Canberra","keywords":"Mental health; Psychological intervention; Anxiety; Medicine; Depression (economics); Psychiatry; Intervention (counseling); Mental illness; Psychology","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":[0.005858561,0.001364273,0.001262408,0.001042407,0.001588627,0.001112181,0.0009126772,0.001152975,0.002254671],"category_scores_gemma":[0.004537053,0.0008858627,0.001642319,0.0009209368,0.000746899,0.001009459,0.001471705,0.001151418,0.0006809345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294295,"about_ca_system_score_gemma":0.003954094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01905049,"about_ca_topic_score_gemma":0.02570122,"domain_scores_codex":[0.9978712,0.001105335,0.0001830096,0.0002295021,0.0002796243,0.0003313942],"domain_scores_gemma":[0.9964813,0.0005513469,0.0007043359,0.0003596051,0.0006613201,0.001242081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05856105,0.1636405,0.676644,0.001539975,0.002375012,0.0009286647,0.006017911,0.0008187246,0.002766301,0.0002310846,0.003026589,0.08345024],"study_design_scores_gemma":[0.0291033,0.208552,0.7524766,0.0002713108,0.001022027,0.0002046376,0.004192706,0.0008633313,0.0008615234,0.00016028,0.002185756,0.0001066122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935752,0.00009176919,0.0002125602,0.00005289094,0.00002022775,0.004903252,0.0007542651,0.00001963849,0.0003701211],"genre_scores_gemma":[0.9788123,0.0005097955,0.001731119,0.0002512545,0.000072763,0.01469743,0.002420296,0.00001356721,0.001491534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01905049,"threshold_uncertainty_score":0.03787917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07424026725104593,"score_gpt":0.4539627477586297,"score_spread":0.3797224805075838,"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."}}