{"id":"W4375851204","doi":"10.1080/03069885.2023.2176822","title":"Career counselling for cancer survivors","year":2023,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Family Support in Illness","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Career counseling; Workforce; Vocational education; Psychology; Psychological intervention; Cognition; Career development; Work (physics); Clinical psychology; Psychotherapist; Gerontology; Applied psychology; Medicine; Social psychology; Pedagogy; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002915943,0.0001001837,0.000271355,0.00009676105,0.0007441195,0.0002540608,0.0002620113,0.0001012598,0.00004872048],"category_scores_gemma":[0.0001097456,0.0001230423,0.0001174466,0.0004003675,0.0001826767,0.0003668128,0.000004271662,0.0001830856,0.0000046788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004591445,"about_ca_system_score_gemma":0.0002279988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003608792,"about_ca_topic_score_gemma":0.01056495,"domain_scores_codex":[0.998282,0.0000784838,0.0004610237,0.000171675,0.0005755054,0.0004313158],"domain_scores_gemma":[0.9983265,0.0004074305,0.0002881008,0.00006605556,0.0007647158,0.0001471794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003190911,0.0001504334,0.04697871,0.000642966,0.0004544257,0.001500857,0.1030234,0.009796639,0.001409216,0.007795206,0.1034355,0.7244936],"study_design_scores_gemma":[0.0006708354,0.00006151629,0.001570836,0.001224555,0.00007702455,0.0001249013,0.0126897,0.0008438856,0.0001824521,0.01436582,0.9677777,0.0004108048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454274,0.03925907,0.01112253,0.0006573349,0.002537276,0.0002351351,0.00005602043,0.00006729192,0.0006379947],"genre_scores_gemma":[0.6903045,0.3046921,0.0006382636,0.0003880882,0.001707617,0.0000261804,0.00000457112,0.00004239342,0.002196347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8643422,"threshold_uncertainty_score":0.5895488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04357203003286683,"score_gpt":0.3138425622437591,"score_spread":0.2702705322108923,"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."}}