{"id":"W4317600104","doi":"10.53379/cjcd.2023.348","title":"Career Counselling for Cancer Survivors Returning to Work","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Career Development","topic":"Family Support in Illness","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Coping (psychology); Career counseling; Psychology; Work (physics); Career Pathways; Meaning (existential); Psycho-oncology; Medical education; Nursing; Psychotherapist; Medicine; Applied psychology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002264481,0.00013819,0.0002509404,0.0005058411,0.0007572121,0.0001562293,0.0005172057,0.0001109502,0.0002268201],"category_scores_gemma":[0.0003423407,0.0001432649,0.00008938229,0.001097554,0.00007911488,0.0001425874,0.0000105296,0.0001799461,0.00003896747],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113595,"about_ca_system_score_gemma":0.008691981,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03011668,"about_ca_topic_score_gemma":0.7118261,"domain_scores_codex":[0.9978859,0.00006449672,0.0004549669,0.0001728849,0.0006295029,0.0007922226],"domain_scores_gemma":[0.9973821,0.0001882165,0.0001623201,0.0001088787,0.0009632987,0.001195163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004349439,0.000005831047,0.2791963,0.00006359602,0.0002330779,0.0003577226,0.432524,0.004022046,0.00004033915,0.0008136624,0.2025943,0.08010563],"study_design_scores_gemma":[0.0001271599,0.00001304081,0.01746377,0.0002096034,0.00001545489,0.00000204311,0.01485829,0.000002978014,0.0001585948,0.0001400347,0.9667732,0.0002358247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799131,0.000872276,0.001641947,0.006288389,0.008366921,0.0005108295,0.00003821348,0.0000422969,0.002326084],"genre_scores_gemma":[0.9904102,0.00008481111,0.002777022,0.00101636,0.0007156346,0.00006255483,0.00001085912,0.00004599677,0.004876534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7641789,"threshold_uncertainty_score":0.9969278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07527890002530009,"score_gpt":0.2971160289737909,"score_spread":0.2218371289484908,"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."}}