{"id":"W3185394894","doi":"10.1080/03069885.2021.1946010","title":"Guidance counsellors’ work as a transformative activity: supporting social justice through advocacy","year":2021,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Transformative learning; Social justice; Context (archaeology); Perspective (graphical); Rationality; Work (physics); Public relations; Economic Justice; Sociology; Social work; Political science; Pedagogy; Engineering ethics; Criminology; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001830282,0.0002486821,0.0005785855,0.00005841443,0.00071058,0.0004075261,0.0002466402,0.000201352,0.000463259],"category_scores_gemma":[0.000164904,0.0002971593,0.000257265,0.0004633286,0.0001225109,0.00113483,0.00001295139,0.0008877894,0.00003770329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003483102,"about_ca_system_score_gemma":0.0002826046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001341682,"about_ca_topic_score_gemma":0.00003347582,"domain_scores_codex":[0.9970647,0.0003559862,0.001002691,0.0003830404,0.0006464813,0.0005471449],"domain_scores_gemma":[0.9973656,0.0005374655,0.0008273606,0.0001669013,0.0009708664,0.0001318352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001525081,0.0006580531,0.0002631496,0.000346868,0.0005272088,0.008192911,0.08887661,0.0001615816,0.003111153,0.0009781476,0.02492792,0.8704313],"study_design_scores_gemma":[0.006088413,0.0006995399,0.003644272,0.004299511,0.00131525,0.03214234,0.03996181,0.0003282926,0.001839195,0.009449912,0.8987345,0.001496933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8504832,0.1040271,0.0356098,0.001481807,0.001543162,0.0001320522,0.00001401267,0.00003730255,0.006671525],"genre_scores_gemma":[0.9219794,0.07225825,0.00150402,0.001607823,0.001104728,0.00000715402,0.000004328078,0.00004920621,0.001485138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8738066,"threshold_uncertainty_score":0.999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035249595697535,"score_gpt":0.3428489859924362,"score_spread":0.3124964900354608,"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."}}