{"id":"W2770815130","doi":"10.13152/ijrvet.4.3.4","title":"The Reasons Behind a Career Change Through Vocational Education and Training","year":2017,"lang":"en","type":"article","venue":"International Journal for Research in Vocational Education and Training","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Vocational education; Psychology; Psychological intervention; Qualitative research; Medical education; Phenomenon; Population; Career development; Social psychology; Pedagogy; Applied psychology; Medicine; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005777497,0.0001215772,0.0001213408,0.0002221698,0.004404994,0.001680217,0.0007038407,0.0000853278,0.00004976787],"category_scores_gemma":[0.00343399,0.0001072001,0.00006097144,0.00009398969,0.0009021959,0.001144654,0.00008874496,0.0003946358,0.00000430612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004989461,"about_ca_system_score_gemma":0.003795764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002879855,"about_ca_topic_score_gemma":0.00438895,"domain_scores_codex":[0.9973407,0.0002983542,0.000385607,0.000312276,0.001226919,0.000436154],"domain_scores_gemma":[0.9968029,0.0009440192,0.0002496262,0.0001925296,0.001574956,0.0002359973],"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":[0.00003827267,0.0002156617,0.0131457,0.0000111689,0.00004085077,4.398452e-7,0.08154297,6.391494e-7,0.000008956698,0.2569928,0.001715399,0.6462871],"study_design_scores_gemma":[0.000571959,0.00005712723,0.3625275,0.0002737818,0.00001057381,0.00004206249,0.1135932,0.00006291492,0.000005580932,0.2089438,0.3137392,0.0001723872],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4089602,0.003871188,0.0003332344,0.4420279,0.01190832,0.00237539,0.00006971152,0.0000375265,0.1304165],"genre_scores_gemma":[0.9902717,0.00163391,0.001203297,0.0004830466,0.003446855,0.0006354561,0.00005116255,0.00001505244,0.002259483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6461148,"threshold_uncertainty_score":0.9993562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7667115532325103,"score_gpt":0.6358557067139136,"score_spread":0.1308558465185967,"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."}}