{"id":"W3081244567","doi":"10.1080/03069885.2020.1811205","title":"Career counselling university students with learning disabilities","year":2020,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Maturity (psychological); Diversity (politics); Career development; Psychology; Career counseling; Medical education; Pedagogy; Cognitive Information Processing; Social justice; Career portfolio; Counseling psychology; Applied psychology; Sociology; Medicine; Developmental psychology","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":[0.0007790988,0.00006845489,0.0001655058,0.00001970795,0.0005314424,0.000248427,0.0002116476,0.00003565428,0.00009064572],"category_scores_gemma":[0.00008882887,0.00007849294,0.00004785583,0.0001592069,0.0002736627,0.0003454107,0.000004957457,0.0002161373,0.000003839019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005484582,"about_ca_system_score_gemma":0.0001356614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000446085,"about_ca_topic_score_gemma":0.0005152943,"domain_scores_codex":[0.9987646,0.0001476884,0.000209128,0.0001332014,0.0005650015,0.0001803186],"domain_scores_gemma":[0.9991462,0.0001356884,0.0001474076,0.00003516322,0.0003295642,0.0002059639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004473922,0.000369162,0.5042736,0.0001868751,0.0002128339,0.0002237272,0.4378514,0.004027891,0.00006926207,0.003190814,0.003365261,0.04578179],"study_design_scores_gemma":[0.001127058,0.0003753288,0.004184939,0.0007606922,0.00009794017,0.00008479673,0.3977025,0.0001089432,0.00002786333,0.0008372387,0.5943357,0.0003570606],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911753,0.00278212,0.003386392,0.001454592,0.0001093469,0.00007641869,0.000002072441,0.00002110954,0.0009926383],"genre_scores_gemma":[0.9817089,0.01685793,0.0002452224,0.0002193666,0.0002649984,3.054532e-7,6.304227e-7,0.000007459138,0.0006951346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5909704,"threshold_uncertainty_score":0.4087479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03284747528584019,"score_gpt":0.2766566177336478,"score_spread":0.2438091424478076,"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."}}