{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06557564,0.001673699,0.009673975,0.01592701,0.001154348,0.007202242,0.003709744,0.003003011,0.003543786],"category_scores_gemma":[0.2890689,0.001661272,0.01166834,0.01450233,0.003264512,0.006769726,0.00361364,0.002316763,0.0003534172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008726629,"about_ca_system_score_gemma":0.02685157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009603659,"about_ca_topic_score_gemma":0.02533907,"domain_scores_codex":[0.9317792,0.03004286,0.02242396,0.002578302,0.012355,0.0008206806],"domain_scores_gemma":[0.6448892,0.2955717,0.03685153,0.004452087,0.01721956,0.001015988],"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":[0.0001424341,0.00001627411,0.001066983,0.9324146,0.007565916,0.00004019434,0.0003234227,0.00009048801,0.00004808262,0.0004168123,0.001087472,0.05678729],"study_design_scores_gemma":[0.0001094154,0.00009676919,0.002310803,0.9581765,0.02992574,0.0001353829,0.0003125464,0.0001242689,0.00007953984,0.0004800245,0.008215586,0.00003343268],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000555863,0.9979079,0.0002850286,0.000432168,0.0001273244,0.0002995647,0.0001722777,0.00000822442,0.0002116939],"genre_scores_gemma":[0.02125802,0.974311,0.002114257,0.000818962,0.0001386456,0.001093182,0.0002041987,0.000008625278,0.00005319455],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06557564,"threshold_uncertainty_score":0.3468013,"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."}}