{"id":"W2577246228","doi":"","title":"Career Guidance and Counselling in Canada: Still Changing after All These Years/Le Counseling et L'orientation Professionnelle Au Canada : Toujours En Evolution Apres Toutes Ces Annees","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Career counseling; Political science; Sociology; Pedagogy; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00114837,0.000121734,0.0001773073,0.0002019043,0.000162213,0.00007211412,0.0001413849,0.00006426157,0.00003310544],"category_scores_gemma":[0.000009018967,0.0001053088,0.00002431256,0.0001766467,0.00008128358,0.0002998809,4.213714e-7,0.0001232038,2.104769e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005563054,"about_ca_system_score_gemma":0.007602317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912783,"about_ca_topic_score_gemma":0.9999155,"domain_scores_codex":[0.9986384,0.0001579736,0.0002540194,0.0001664323,0.0003779952,0.0004051965],"domain_scores_gemma":[0.9989741,0.0002537938,0.0001582148,0.00006559046,0.0002149223,0.0003334166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002072325,0.00001161322,0.2048394,0.00003144132,0.00008584736,0.0001396672,0.779883,0.0004534852,0.0001644834,0.002098632,0.002295959,0.009789252],"study_design_scores_gemma":[0.003674459,0.0001228092,0.1142002,0.002934445,0.00006960685,0.00004006037,0.1363959,0.0002107826,0.0001756009,0.022232,0.71866,0.001284104],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798161,0.01248537,0.004583017,0.00206481,0.0008617732,0.0001117682,0.0000298417,0.000004096723,0.00004317852],"genre_scores_gemma":[0.972619,0.02646858,0.0000929689,0.0004350143,0.0001940176,0.000002572423,0.000001258446,0.00001079355,0.0001758095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.716364,"threshold_uncertainty_score":0.9980236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122340096941755,"score_gpt":0.2358319851322442,"score_spread":0.2235979754380687,"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."}}