{"id":"W2973848690","doi":"10.82396/cjcd.v17i2.3133","title":"Career and Guidance Counsellors Working in French Language Secondary Schools in Ontario: An Inventory of Current Tasks and Perceived Competence","year":2020,"lang":"en","type":"article","venue":"Corpus Université Laval (Université Laval)","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université Laval; University of Ottawa","funders":"","keywords":"Competence (human resources); Psychology; Medical education; Career counseling; Pedagogy; Jurisdiction; Medicine; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002491424,0.0002354786,0.0003884821,0.0002933248,0.0001169839,0.0000317316,0.0003597753,0.000152391,0.0001612262],"category_scores_gemma":[0.00001882071,0.0002837164,0.00005898007,0.0004130024,0.0001108325,0.0004614559,0.0001829907,0.000855743,0.000004687524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340179,"about_ca_system_score_gemma":0.0002433305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.214076,"about_ca_topic_score_gemma":0.5184869,"domain_scores_codex":[0.9983703,0.0002241775,0.0002455436,0.0005978056,0.0002441387,0.0003179675],"domain_scores_gemma":[0.9991154,0.0001092179,0.000162551,0.0002860011,0.00008103184,0.0002457848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005035307,0.0001402961,0.6847364,0.00006664236,0.0000442394,0.0007324247,0.2514382,0.00005107718,0.01107359,0.0006825649,0.0001444818,0.05038646],"study_design_scores_gemma":[0.004416625,0.0004759784,0.9023693,0.0004087241,0.000101741,0.00003752865,0.05386515,0.0009107262,0.0001360994,0.00006536223,0.0366503,0.0005624358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984171,0.01222405,0.00002280979,0.0003358396,0.0002121729,0.0002309744,0.00001775347,0.00003947991,0.002745942],"genre_scores_gemma":[0.9972078,0.001943087,0.0001218364,0.0001238514,0.00002407426,7.97959e-7,0.00002682657,0.00001891577,0.0005328568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3044109,"threshold_uncertainty_score":0.9999615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02941307369640492,"score_gpt":0.2449461951254647,"score_spread":0.2155331214290598,"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."}}