{"id":"W3213396577","doi":"10.2196/32824","title":"The Current State and Validity of Digital Assessment Tools for Psychiatry: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stanley Medical Research Institute","keywords":"PsycINFO; CINAHL; MEDLINE; Cochrane Library; Systematic review; Mental health; Medicine; Psychiatry; Digital health; Population; Major depressive disorder; Meta-analysis; Clinical psychology; Health care; Psychology; Psychological intervention; Mood; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001743193,0.000528883,0.003366167,0.00008979839,0.0003271989,0.0002422248,0.0004423374,0.00007795078,0.00002831662],"category_scores_gemma":[0.00007851604,0.0003518233,0.001013748,0.0002957135,0.0001206544,0.0002258674,0.000212952,0.0004602187,0.00006214146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006770365,"about_ca_system_score_gemma":0.001024803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006379309,"about_ca_topic_score_gemma":0.00002279341,"domain_scores_codex":[0.9940333,0.0009645056,0.003261026,0.0006375982,0.0004335376,0.0006699936],"domain_scores_gemma":[0.9952438,0.0009168663,0.002545369,0.0008796604,0.00008701356,0.0003272695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002905133,0.0003623162,0.00000107338,0.5033671,0.000109153,3.277571e-7,0.00002210967,4.817267e-10,1.400221e-10,0.002429993,0.01051552,0.4831895],"study_design_scores_gemma":[0.0001914478,0.0005943495,0.000007117917,0.5265126,0.0002495295,0.0000495559,0.00005840182,2.353702e-7,5.894862e-9,0.0003014196,0.4718654,0.0001698934],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002305488,0.968739,0.00004104841,0.001150253,0.00419555,0.01949841,0.00585473,0.0000286101,0.0004900529],"genre_scores_gemma":[0.00001935336,0.9887595,0.00009020928,0.0001889166,0.00007425417,0.008069523,0.001354915,0.0000734887,0.001369826],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4830196,"threshold_uncertainty_score":0.9998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.166084576395038,"score_gpt":0.5470091986719443,"score_spread":0.3809246222769063,"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."}}