{"id":"W3171256918","doi":"10.2196/27022","title":"Needs and Experiences of Users of Digital Navigation Tools for Mental Health Treatment and Supportive Services: Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Phone; Psychology; Social media; Medical education; Medicine; World Wide Web; Psychiatry; Computer science","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":[0.001410588,0.0001497744,0.0002582353,0.0008874912,0.0008829416,0.0008361409,0.0002904529,0.0005451075,0.00163571],"category_scores_gemma":[0.00332756,0.0003635549,0.0003775132,0.0008988527,0.0003754894,0.001168129,0.00113612,0.0006564748,0.0003303347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007267424,"about_ca_system_score_gemma":0.0007082776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00916049,"about_ca_topic_score_gemma":0.01462895,"domain_scores_codex":[0.9992773,0.0002722554,0.0001093606,0.00005457028,0.0001153175,0.0001712086],"domain_scores_gemma":[0.9979147,0.0004944119,0.0006618784,0.00005464878,0.0003747035,0.0004995872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009490788,0.0004409497,0.927718,0.0001899038,0.00004716633,0.0004518062,0.05545783,0.00005553176,0.0005450816,0.00009102227,0.001060328,0.01384746],"study_design_scores_gemma":[0.00001660127,0.0007151654,0.8328606,0.0001325463,0.00002814457,0.0007353887,0.161445,0.0003719648,0.000200031,0.00004870427,0.003420335,0.00002552796],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992879,0.00004079435,0.0000336603,0.00008893817,0.000001828623,0.00002847633,0.0002009658,0.000001405135,0.0003160113],"genre_scores_gemma":[0.9988096,0.0002088118,0.0001998008,0.0001774309,0.000005857745,0.00008140888,0.0001786452,0.000001662739,0.0003368972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00916049,"threshold_uncertainty_score":0.01821434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07329407090598052,"score_gpt":0.4508225501858306,"score_spread":0.3775284792798501,"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."}}