{"id":"W4409574487","doi":"10.1080/10437797.2025.2466639","title":"Canadian Social Work Student Perspectives on the State of Field Education: Insights From Virtual Dialog Circles","year":2025,"lang":"en","type":"article","venue":"Journal of Social Work Education","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dialog box; Social work; Field (mathematics); Sociology; Work (physics); State (computer science); Pedagogy; Political science; Computer science; Engineering; World Wide Web","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007963491,0.0001367718,0.0002607041,0.0002879567,0.002915984,0.0002143064,0.0005031935,0.0001665745,0.001109088],"category_scores_gemma":[0.00129144,0.0001238884,0.0001911452,0.00256978,0.0002306065,0.0002620635,0.00002053941,0.0005244766,0.00003898605],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190238,"about_ca_system_score_gemma":0.01020085,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009268452,"about_ca_topic_score_gemma":0.01165912,"domain_scores_codex":[0.9976737,0.000868588,0.0005005564,0.0001671523,0.000560033,0.0002300015],"domain_scores_gemma":[0.9965618,0.001489551,0.0007306293,0.0001218893,0.0009441096,0.000152055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001215637,0.0007683549,0.00604368,0.000003448655,0.0001757723,3.904842e-7,0.4395035,0.000002183436,0.000008108207,0.2715606,0.1881701,0.09364223],"study_design_scores_gemma":[0.0001375757,0.00004003336,0.1899772,0.00007364284,0.00008987641,1.128761e-7,0.5162014,3.472514e-8,0.00002013764,0.02465278,0.2686764,0.0001308109],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6329825,0.0009785239,0.00001918986,0.2787428,0.006379237,0.0002901539,0.000003803124,0.00001065031,0.08059313],"genre_scores_gemma":[0.9831726,0.0001248843,0.00005888365,0.002806589,0.003134857,0.00002241748,0.000004929339,0.00001086546,0.010664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3501901,"threshold_uncertainty_score":0.999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589867266242716,"score_gpt":0.3461553202177011,"score_spread":0.3302566475552739,"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."}}