{"id":"W4407739890","doi":"10.55016/ojs/tsw.v2i2.77865","title":"Preparing social work students for the realities of practice: A content analysis of occupational stress injury in social work curricula in Canada","year":2025,"lang":"en","type":"article","venue":"Transformative Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Work (physics); Social work; Content (measure theory); Occupational stress; Content analysis; Sociology; Pedagogy; Psychology; Political science; Engineering; Social science; Social psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002316837,0.0001906294,0.0006222381,0.0002853289,0.00252852,0.00007816681,0.000507125,0.0001866968,0.0001747713],"category_scores_gemma":[0.0008075301,0.0001842291,0.0003055435,0.01260572,0.0004335921,0.0004013522,0.00003812799,0.0003955448,9.209887e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239489,"about_ca_system_score_gemma":0.002195796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2243515,"about_ca_topic_score_gemma":0.5885997,"domain_scores_codex":[0.9962589,0.001172738,0.0009376904,0.0002190298,0.0009696547,0.0004419496],"domain_scores_gemma":[0.9955228,0.003202138,0.0006369745,0.0000877926,0.0005054896,0.00004478122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002442744,0.0004987156,0.3716037,0.00006427403,0.001617237,5.105644e-7,0.4901931,0.0001641948,8.235247e-7,0.1110571,0.008282629,0.01407495],"study_design_scores_gemma":[0.0006424506,0.000009272857,0.684642,0.00006705042,0.0005380694,7.296341e-9,0.2945711,0.000004406495,0.000008788871,0.0006734234,0.01867887,0.0001645518],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040344,0.000423287,0.001116049,0.06042793,0.001355427,0.00307903,0.0004908624,0.00004119507,0.02903179],"genre_scores_gemma":[0.9985554,0.0000432819,0.00006736408,0.0003451999,0.0001717625,0.0002720803,0.00004707759,0.000009573518,0.0004882413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3642482,"threshold_uncertainty_score":0.9987701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0602682115919104,"score_gpt":0.4326785360009822,"score_spread":0.3724103244090717,"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."}}