{"id":"W4391644097","doi":"10.7202/1108988ar","title":"TRANSFORMING FIELD EDUCATION: VOICES OF FIELD EDUCATORS IN CANADA","year":2024,"lang":"en","type":"article","venue":"Canadian social work review","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Agency (philosophy); Public relations; Social work; Government (linguistics); Restructuring; Sociology; Transformative learning; Work (physics); Thematic analysis; Political science; Professional development; Pedagogy; Qualitative research; Social science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000583444,0.0000922644,0.0002246364,0.00009868683,0.0004796343,0.00005083224,0.0002308238,0.00009323805,0.006712219],"category_scores_gemma":[0.0006349758,0.0001048722,0.00008601962,0.002707388,0.00004165061,0.0001645442,0.000004285482,0.0002635232,0.00003975429],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221346,"about_ca_system_score_gemma":0.04255383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915575,"about_ca_topic_score_gemma":0.9993538,"domain_scores_codex":[0.9987988,0.0002123614,0.0002990225,0.0001588947,0.0002180488,0.0003128737],"domain_scores_gemma":[0.9988502,0.0006552545,0.00006077072,0.00008728662,0.00007420099,0.0002723072],"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":[0.000001184575,0.000009191558,0.003647454,0.0005180826,0.00001309207,0.000003801027,0.007254129,2.421722e-8,1.525712e-7,0.07119175,0.502887,0.4144742],"study_design_scores_gemma":[0.00001376807,0.000003049574,0.0004772004,0.0009501862,0.00002861564,3.462783e-7,0.01155758,4.496407e-8,0.000002889115,0.0003878,0.9864671,0.0001114052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00364733,0.114587,0.000002124418,0.5176637,0.00392962,0.0005133196,0.000006830072,0.00001798983,0.3596321],"genre_scores_gemma":[0.9568418,0.01388231,0.00003099686,0.0212774,0.0007781898,0.00008157076,0.000008524927,0.00001463158,0.007084552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9531945,"threshold_uncertainty_score":0.9941958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356901301545233,"score_gpt":0.3531589462825672,"score_spread":0.3295899332671149,"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."}}