{"id":"W4306255154","doi":"10.1016/j.ssmmh.2022.100163","title":"“Systems trauma”: A qualitative study of work-related distress among service providers to people experiencing homelessness in Canada","year":2022,"lang":"en","type":"article","venue":"SSM - Mental Health","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Service provider; Mental distress; Workforce; Distress; Nursing; Qualitative research; Context (archaeology); Psychology; Medicine; Service (business); Public relations; Psychiatry; Business; Sociology; Political science; Clinical psychology; Marketing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001358195,0.0002231163,0.00101177,0.0001584401,0.001395239,0.000009806145,0.0003294004,0.00005487442,0.0001838469],"category_scores_gemma":[0.00001902175,0.0002293389,0.00003248762,0.001671916,0.00001978185,0.0001273907,0.000286694,0.0006517355,0.000003733219],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004708834,"about_ca_system_score_gemma":0.002258611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9919438,"about_ca_topic_score_gemma":0.9990174,"domain_scores_codex":[0.9932566,0.003451783,0.001245069,0.0004356756,0.0007921996,0.0008187229],"domain_scores_gemma":[0.9984691,0.000301261,0.0005369802,0.0002807369,0.0000916548,0.0003202545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001133051,0.0003670284,0.1192162,0.0004772554,0.00002208298,0.000006954035,0.8783629,0.0004403272,0.000001855455,0.00006436236,0.00006489408,0.0008629027],"study_design_scores_gemma":[0.00144936,0.0002809796,0.06486553,0.0002832203,0.000003932156,7.255515e-8,0.9327866,0.00009009459,0.000001569383,0.000007310668,0.00003796868,0.0001932941],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934778,0.0003155832,0.00000226879,0.000293453,0.001157597,0.004312591,0.000265181,0.00003722422,0.0001383022],"genre_scores_gemma":[0.9974127,0.000006132758,0.000005074145,0.0001481596,0.00002792593,0.002157832,0.0001137383,0.00004171923,0.00008670169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05442378,"threshold_uncertainty_score":0.9999048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04059721467386086,"score_gpt":0.4084921816874576,"score_spread":0.3678949670135968,"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."}}