{"id":"W7105807420","doi":"10.48336/27","title":"Career paths and planning: career development for undergraduate students in Manitoban universities","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Career development; Government (linguistics); Interpretation (philosophy); Focus group; Undergraduate student; Focus (optics); Public university","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003446862,0.0002953623,0.0003129435,0.0007902224,0.01371136,0.003826077,0.001369228,0.0007668085,0.003653391],"category_scores_gemma":[0.002605404,0.0003418659,0.0001333335,0.001850846,0.004636326,0.001224382,0.004053451,0.001941678,0.0002383169],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01143827,"about_ca_system_score_gemma":0.02984795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1595683,"about_ca_topic_score_gemma":0.4770545,"domain_scores_codex":[0.9982234,0.001034185,0.00002524031,0.00006723108,0.0001662054,0.0004837975],"domain_scores_gemma":[0.9972287,0.0007728944,0.0002036194,0.00006949267,0.0002883538,0.001436834],"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":[0.00002322611,0.0001251158,0.0147485,0.00009214138,0.000002248863,0.0005669098,0.967862,0.00004148597,0.0004796541,0.003271023,0.001230109,0.0115576],"study_design_scores_gemma":[0.000002145406,0.00002406902,0.006647514,0.00007684866,0.00000125481,0.00006899273,0.9795743,0.0000315767,0.00009641399,0.0001833177,0.01328768,0.00000590427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9831655,0.0004236877,0.0002731215,0.002282913,0.00003533961,0.00008964585,0.00004137013,0.000007893015,0.01368047],"genre_scores_gemma":[0.9903414,0.0006019261,0.0005973376,0.0005382423,0.000005536099,0.00009952049,0.00002943725,0.000007083426,0.007779377],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9885617,"threshold_uncertainty_score":0.3172789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05979634136913264,"score_gpt":0.3230711427986301,"score_spread":0.2632748014294974,"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."}}