{"id":"W2264234548","doi":"10.82396/cjcd.v15i1.3097","title":"Examining the Career Engagement of Canadian Career Development Practitioners","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Career development; Work engagement; Sample (material); Psychology; Productivity; Public relations; Medical education; Work (physics); Applied psychology; Social psychology; Political science; Medicine; Engineering","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":[0.003685616,0.0001104533,0.0003652101,0.0003747191,0.0008930376,0.00003566813,0.0006540145,0.00006626292,0.0006431032],"category_scores_gemma":[0.0002390899,0.00008211526,0.0002658519,0.001378893,0.0004267842,0.0001660242,0.00009702141,0.0002282745,0.000003354384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008912453,"about_ca_system_score_gemma":0.001767067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3369809,"about_ca_topic_score_gemma":0.8984947,"domain_scores_codex":[0.9973171,0.0009794825,0.0004101706,0.0001298957,0.000902512,0.0002607917],"domain_scores_gemma":[0.9977792,0.000362961,0.0006396171,0.0002829519,0.0007700422,0.0001652407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000803354,0.0005673401,0.5297615,0.0001116272,0.01717101,0.0001873827,0.3965381,0.03366735,0.001664371,0.005115096,0.005791752,0.008621096],"study_design_scores_gemma":[0.002018932,0.0001929139,0.3261314,0.0001026699,0.008267908,0.0000114915,0.5364575,0.0003342392,0.0001326814,0.0005433257,0.1253758,0.0004311554],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853142,0.0001169407,0.0007331251,0.002825641,0.0005793101,0.0001293438,0.00001244714,0.000004159755,0.01028487],"genre_scores_gemma":[0.9978337,0.0005193509,0.0003032338,0.00004440562,0.0001863193,9.814365e-8,0.00001155757,0.000004731179,0.001096557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5615138,"threshold_uncertainty_score":0.7041528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442139058738567,"score_gpt":0.3170573176804984,"score_spread":0.1728434118066418,"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."}}