{"id":"W2574674170","doi":"","title":"How Often Do They Change Their Minds and Does Work-Integrated Learning Play a Role? An Examination of \"Major Changers\" and Career Certainty in Higher Education.","year":2015,"lang":"en","type":"article","venue":"Asia-Pacific journal of cooperative education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certainty; Psychology; Higher education; Work (physics); Pedagogy; Mathematics education; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001960447,0.0001700771,0.0002872443,0.0003658193,0.0001839713,0.0002353749,0.0001574455,0.0001401041,0.00008792114],"category_scores_gemma":[0.0005967665,0.0001222077,0.00003405294,0.0005476346,0.0002432533,0.0010015,0.0000160686,0.000294455,0.000001049948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003152988,"about_ca_system_score_gemma":0.00153215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007501912,"about_ca_topic_score_gemma":0.001152049,"domain_scores_codex":[0.9976494,0.001229288,0.0003564205,0.0002307828,0.0003324901,0.0002016299],"domain_scores_gemma":[0.9972153,0.0001880643,0.0004032232,0.0001346613,0.001775011,0.0002837798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008332049,0.0007281428,0.2124199,0.00002023226,0.00003654023,3.536396e-7,0.6475528,0.000003579416,0.0004098111,0.003392993,0.0005904333,0.1347619],"study_design_scores_gemma":[0.0004506798,0.0002673727,0.3305067,0.0001966083,0.00003044436,0.0000057326,0.6351435,0.000002637492,0.0002935952,0.001217011,0.03167303,0.0002126849],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815615,0.001599031,0.000009332848,0.01316132,0.001075788,0.0003947417,0.00000409989,0.00001046704,0.002183683],"genre_scores_gemma":[0.9958897,0.0001482839,0.000424801,0.00006632243,0.0006504871,0.00005516617,0.00002316079,0.00001405957,0.002728031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1345492,"threshold_uncertainty_score":0.4983484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0622802105522923,"score_gpt":0.3152700011423396,"score_spread":0.2529897905900473,"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."}}