{"id":"W2516635822","doi":"","title":"Career Guidance and Counselling in Canada: Still Changing After All These Years","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University","funders":"","keywords":"Career development; Career counseling; Public relations; Product (mathematics); Political science; Cognitive Information Processing; Service (business); Public service; Management; Psychology; Business; Pedagogy; Marketing; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007619588,0.00008270482,0.0001417415,0.0002055178,0.00005669325,0.00006196223,0.0001195289,0.00004880631,0.0001028744],"category_scores_gemma":[0.000002122103,0.00006961148,0.00002428857,0.0001397361,0.000101712,0.0001369719,1.385092e-7,0.00008654837,9.681007e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323001,"about_ca_system_score_gemma":0.001097613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.548928,"about_ca_topic_score_gemma":0.9927399,"domain_scores_codex":[0.999097,0.00005312282,0.00017008,0.0001120678,0.000228079,0.0003395893],"domain_scores_gemma":[0.9992756,0.00009524968,0.00008218727,0.00005517378,0.0001115569,0.0003802839],"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":[0.0002450358,0.000008968496,0.2451489,0.00001749162,0.000110629,0.0006920121,0.6510697,0.00002984145,0.00008821081,0.002005658,0.002648821,0.0979348],"study_design_scores_gemma":[0.0006766136,0.00002127717,0.00821987,0.000277215,0.00000925695,0.00001228857,0.001422161,0.000007665157,0.000009180847,0.00844956,0.9806939,0.0002009869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775594,0.01841145,0.002054107,0.00133773,0.0004841354,0.00005834086,0.00001298461,0.000002602734,0.00007918776],"genre_scores_gemma":[0.8961068,0.1026555,0.00006913741,0.0007249416,0.0001342423,7.270604e-7,1.592483e-7,0.000007600246,0.0003009422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9780451,"threshold_uncertainty_score":0.4540758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143193110805281,"score_gpt":0.2314775425147828,"score_spread":0.21004561140673,"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."}}