{"id":"W4386051172","doi":"10.1080/03069885.2023.2247550","title":"Career counselling mid-career laid-off workers","year":2023,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Unemployment; Career counseling; Mental health; Public sector; Population; Psychological intervention; Public relations; Sociology; Vocational education; Psychology; Medicine; Political science; Nursing; Economic growth; Pedagogy; Economics; Psychiatry; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.002049983,0.0001930478,0.0004810416,0.0001544192,0.001294046,0.00007557306,0.0002349346,0.0001617348,0.0001182692],"category_scores_gemma":[0.00007510241,0.0002033277,0.0001470045,0.0004241582,0.0001083071,0.0002928223,0.00002205216,0.000759811,0.00007690954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005241222,"about_ca_system_score_gemma":0.0001263448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001820376,"about_ca_topic_score_gemma":0.0003456556,"domain_scores_codex":[0.9973713,0.000186458,0.000947716,0.000238205,0.0005908933,0.0006653893],"domain_scores_gemma":[0.9979156,0.0004986754,0.0004941089,0.0001294807,0.000783986,0.0001781522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003483199,0.00008501772,0.4170274,0.0007905493,0.0006722155,0.002208778,0.02558419,0.0009480795,0.0007002447,0.0003370265,0.4177835,0.1335147],"study_design_scores_gemma":[0.003199199,0.0002447199,0.04785795,0.01147099,0.0002619805,0.0003988449,0.01795634,0.0003561188,0.00009500646,0.007383325,0.9099481,0.0008274684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045231,0.08887989,0.001433446,0.00146148,0.001886169,0.0002448777,0.00002473685,0.0001073639,0.001438976],"genre_scores_gemma":[0.6858951,0.3032725,0.0002532815,0.001087255,0.002022929,0.00002584519,0.00001157566,0.00007699096,0.007354473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4921645,"threshold_uncertainty_score":0.9952885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06567394494616964,"score_gpt":0.3486117083476329,"score_spread":0.2829377634014633,"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."}}