{"id":"W241410202","doi":"","title":"CONTEMPLATING REGULATION OF COUNSELLORS IN CANADIAN SCHOOLS: CURRENT ISSUES AND CONCERNS","year":2010,"lang":"en","type":"article","venue":"","topic":"Family and Disability Support Research","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Referral; Mental health; Welfare; Psychology; Medical education; Nursing; Public relations; Political science; Medicine; Pedagogy; Psychiatry; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005244137,0.00005564172,0.0001096429,0.0001068641,0.00003045324,0.00001360987,0.00006470727,0.00007644964,0.002638973],"category_scores_gemma":[0.0001394958,0.00005136704,0.00001452809,0.0001003374,0.0001196382,0.00007258936,0.000009268308,0.0002440009,0.00004199066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002192899,"about_ca_system_score_gemma":0.000121066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7095286,"about_ca_topic_score_gemma":0.8576131,"domain_scores_codex":[0.9992661,0.00005083358,0.0001958404,0.0001619263,0.00009865131,0.0002266435],"domain_scores_gemma":[0.9994943,0.00009451377,0.00002709864,0.0001749944,0.00005773876,0.0001513841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001673065,0.00002997611,0.9570559,0.00001664925,0.000004331186,0.000001296454,0.001283942,6.87575e-7,0.001810618,0.02649565,0.003221355,0.0100629],"study_design_scores_gemma":[0.0004421305,0.00003999254,0.9719853,0.00001634225,0.000002037743,0.000002386161,0.004552926,0.0001963968,0.0004048934,0.001811033,0.02046126,0.0000852775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675245,0.0002262893,0.000005528449,0.0004944374,0.0002470951,0.0001764733,0.00001145559,0.000009611855,0.03130463],"genre_scores_gemma":[0.9990795,0.000006275378,0.00005756578,0.00003208036,0.00003987312,0.00001013244,0.00001149026,0.000004535355,0.0007585404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1480845,"threshold_uncertainty_score":0.9982728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06728870728396724,"score_gpt":0.4143166895595313,"score_spread":0.3470279822755641,"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."}}