{"id":"W4386163901","doi":"10.1186/s12877-023-04229-x","title":"Barriers and facilitators of older adults for professional mental health help-seeking: a systematic review","year":2023,"lang":"en","type":"review","venue":"BMC Geriatrics","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Medicine; Mental health; Psychological intervention; MEDLINE; Anxiety; Stigma (botany); Gerontology; Nursing; Psychiatry; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001512934,0.000513186,0.003540268,0.0002869402,0.0002513165,0.00001576928,0.0003115188,0.0002920398,0.000144209],"category_scores_gemma":[0.0002276747,0.0003668323,0.0005443563,0.0005996815,0.00004556399,0.00005059305,0.000113797,0.0001967771,0.00008409338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205803,"about_ca_system_score_gemma":0.0004552296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005172476,"about_ca_topic_score_gemma":0.0000150471,"domain_scores_codex":[0.9955712,0.0007948675,0.0020857,0.0006563835,0.0003525863,0.0005392718],"domain_scores_gemma":[0.9965522,0.0007697867,0.001785452,0.0004858666,0.00006432564,0.000342354],"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":[0.00002390348,0.00005736898,0.00003752754,0.9635855,0.0001545782,0.000001534752,0.000471198,1.92743e-9,1.142441e-9,0.0001625245,0.009052662,0.02645318],"study_design_scores_gemma":[0.001169962,0.0002553292,0.00002440626,0.9348234,0.001346067,0.00002701754,0.0009337735,0.000002462543,1.548007e-8,0.00001602329,0.06101063,0.00039089],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000328213,0.975713,0.0000273289,0.00006401265,0.002141251,0.02035823,0.001577863,0.00006028038,0.00002525567],"genre_scores_gemma":[0.000007208726,0.991162,0.0002008295,0.0001320351,0.000103819,0.005068921,0.0006936243,0.00008333119,0.00254825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05195797,"threshold_uncertainty_score":0.9998783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07394925120254404,"score_gpt":0.4395039240683829,"score_spread":0.3655546728658389,"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."}}