{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005383613,0.0004609661,0.0007330505,0.002536636,0.0228057,0.008415603,0.00222537,0.00329102,0.01136788],"category_scores_gemma":[0.009063508,0.0003827833,0.0004999435,0.007948448,0.0118035,0.002999328,0.004783503,0.00607847,0.0008250912],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2342955,"about_ca_system_score_gemma":0.4222256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916264,"about_ca_topic_score_gemma":0.9970203,"domain_scores_codex":[0.9915599,0.001035281,0.0002094045,0.000642421,0.003885886,0.002666986],"domain_scores_gemma":[0.9827962,0.001179235,0.0004956357,0.0002176205,0.007235265,0.008076068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001561256,0.000143458,0.01793653,0.001597109,0.00005668677,0.0007612397,0.03247996,0.0006952374,0.0006597367,0.1394927,0.2800664,0.5259547],"study_design_scores_gemma":[0.00001572514,0.00003208874,0.03413612,0.001526838,0.00001981717,0.0002993951,0.02519284,0.0002425832,0.0001525641,0.005543115,0.932736,0.0001029006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05903319,0.1720195,0.002307411,0.6319356,0.007180335,0.00008483946,0.0009872745,0.0002840131,0.1261679],"genre_scores_gemma":[0.6684786,0.166066,0.007311329,0.07441889,0.001660807,0.00009867889,0.0008726539,0.0002721852,0.08082081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2342955,"threshold_uncertainty_score":0.8881087,"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."}}