{"id":"W2594012202","doi":"10.1002/cdq.12077","title":"An Individual Mixed‐Evaluation Method for Career Intervention","year":2017,"lang":"en","type":"article","venue":"The Career Development Quarterly","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Career counseling; Psychological intervention; Intervention (counseling); Psychology; Cognitive Information Processing; Narrative; Test (biology); Applied psychology; Counseling psychology; Career development; Medical education; Nursing; Medicine; Social psychology","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"],"consensus_categories":[],"category_scores_codex":[0.006155865,0.0001944012,0.000200921,0.00009947164,0.003819768,0.00091711,0.001354363,0.0001371766,0.0001787078],"category_scores_gemma":[0.0001745441,0.0001603349,0.000144229,0.00008092463,0.0001838029,0.0007875492,0.00006754721,0.00009455725,0.00005129832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004418621,"about_ca_system_score_gemma":0.0006412655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429005,"about_ca_topic_score_gemma":0.02710794,"domain_scores_codex":[0.9973997,0.0004257073,0.0002968437,0.0003898456,0.001031995,0.0004558671],"domain_scores_gemma":[0.9982002,0.0001295712,0.0002697832,0.0005763354,0.0006651413,0.00015898],"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":[0.0000461083,0.00006385078,0.009684659,0.00001029861,0.000127775,0.000001303182,0.170387,0.000002869807,0.0000510779,0.002386339,0.004381268,0.8128574],"study_design_scores_gemma":[0.003711225,0.0005632935,0.5573189,0.00007643271,0.0004303344,0.000002498819,0.1219219,0.0004452844,0.001324018,0.007418784,0.3057198,0.001067591],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423568,0.000125822,0.03604403,0.003328799,0.004259382,0.00264304,0.00007068137,0.0002247721,0.0109467],"genre_scores_gemma":[0.9855234,0.000003199552,0.01162173,0.0001254989,0.0003949185,0.0002264468,0.0002106668,0.00001722557,0.001876894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8117898,"threshold_uncertainty_score":0.9974771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281272879735681,"score_gpt":0.3791620615182619,"score_spread":0.2510347735446938,"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."}}