{"id":"W7115588953","doi":"10.82396/cjcd.v9i1.3028","title":"A Model for the Education of Career Practitioners in Canada","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Career development; Process (computing); Career portfolio; Curriculum; Field (mathematics); Career Pathways; Professional development","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":[],"consensus_categories":[],"category_scores_codex":[0.000940571,0.00005393846,0.0002352165,0.0001312991,0.0002701298,0.00001069187,0.0003875629,0.00003379823,0.00008182878],"category_scores_gemma":[0.0001406454,0.00004266582,0.0001944942,0.0007142277,0.0001232045,0.0001541818,0.00004911749,0.0001009989,1.814062e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009412363,"about_ca_system_score_gemma":0.007820732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8824214,"about_ca_topic_score_gemma":0.9956563,"domain_scores_codex":[0.9990053,0.0001674644,0.000198275,0.0000647285,0.0004531039,0.0001111488],"domain_scores_gemma":[0.9982103,0.0004205138,0.0004546061,0.000118731,0.0007504168,0.00004542973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.003521081,0.0004824264,0.3946236,0.00008399806,0.007126802,0.00005006183,0.1591775,0.3977083,0.0008536428,0.01159503,0.0180821,0.006695423],"study_design_scores_gemma":[0.003994443,0.00006672966,0.1969845,0.00008595095,0.01042453,0.00001128792,0.6676008,0.1053594,0.00002749263,0.003453463,0.01157487,0.0004165329],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810208,0.0001469057,0.01317093,0.003056808,0.0006096938,0.0001197113,0.00003235662,0.000001570495,0.001841229],"genre_scores_gemma":[0.9978681,0.0003568389,0.0003328292,0.00003468139,0.0000842896,4.061466e-8,0.000009137323,0.000001735824,0.001312407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5084233,"threshold_uncertainty_score":0.997804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180676433959511,"score_gpt":0.245286791246577,"score_spread":0.2234800269069819,"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."}}