{"id":"W4413019955","doi":"10.33043/r23873x5","title":"Barriers to Mental Health Care for Low-Income Clients As Perceived By Counsellors","year":2025,"lang":"en","type":"article","venue":"Journal for Social Action in Counseling & Psychology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Western University","funders":"","keywords":"Mental health; Low income; Mental health care; Psychology; Nursing; Medicine; Psychiatry; Socioeconomics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001765505,0.0002679211,0.0006531079,0.000372498,0.004968785,0.00003394951,0.0003285775,0.0005491855,0.0002192095],"category_scores_gemma":[0.0003690785,0.0002853816,0.0002060205,0.00048472,0.00006877497,0.0001436146,0.00002078534,0.001079212,0.00005703392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002716449,"about_ca_system_score_gemma":0.00127537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003248172,"about_ca_topic_score_gemma":0.001133998,"domain_scores_codex":[0.9959892,0.0005686578,0.001378322,0.0004901548,0.0003349195,0.00123877],"domain_scores_gemma":[0.9975879,0.000462152,0.0005903934,0.0001701014,0.0006672418,0.0005221862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004301653,0.0001186862,0.006615034,0.0007055842,0.00008856778,0.000001571644,0.07793059,0.00005070248,0.0003281677,0.0007105854,0.8928502,0.01629863],"study_design_scores_gemma":[0.004548969,0.0006178066,0.001714892,0.0007812566,0.00002030196,0.00000624994,0.06761635,0.0000388427,0.000005127633,0.002935562,0.9214835,0.0002311132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907979,0.001487825,0.004392893,0.05123146,0.02842599,0.004750817,0.0003716857,0.0001273717,0.001233037],"genre_scores_gemma":[0.8816437,0.003978205,0.001348945,0.1033082,0.002216004,0.00118954,0.0001983111,0.0001140394,0.006003138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05207672,"threshold_uncertainty_score":0.9999598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087639790672916,"score_gpt":0.5313419687046942,"score_spread":0.490465570797965,"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."}}