{"id":"W2203450630","doi":"10.47678/cjhe.v45i4.184499","title":"Exploring Student and Advisor Experiences in a College-University Pathway Program: A Study of the Bachelor of Commerce Pathway","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Durham College; Ontario Tech University","funders":"","keywords":"Bachelor; Preparedness; Higher education; Career Pathways; Medical education; Academic advising; Psychology; Public relations; Sociology; Pedagogy; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00580325,0.0003849789,0.0006490985,0.001399773,0.01172343,0.006682809,0.001781501,0.001665665,0.00351178],"category_scores_gemma":[0.01613295,0.0008241656,0.0004247242,0.001869438,0.003989399,0.003281472,0.005495943,0.003779969,0.0005569111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006985127,"about_ca_system_score_gemma":0.0141786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08190783,"about_ca_topic_score_gemma":0.2394649,"domain_scores_codex":[0.9947541,0.002364928,0.0001706335,0.0003112369,0.0008161926,0.001582919],"domain_scores_gemma":[0.985747,0.003306311,0.001402496,0.0003305967,0.001790909,0.007422827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009338666,0.001324717,0.05662114,0.00006729405,0.00001017839,0.0008017507,0.9235523,0.00003678562,0.0006868026,0.0006368141,0.001550639,0.01461819],"study_design_scores_gemma":[0.00001075134,0.0003100118,0.02373219,0.00003053724,0.000004136457,0.0001456467,0.9692121,0.00007242003,0.0001334778,0.00007169573,0.006256241,0.00002083299],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997617,0.00005063159,0.00009832541,0.0004550174,0.00001567305,0.00005373897,0.00002477093,0.000005201136,0.001679671],"genre_scores_gemma":[0.9956201,0.0002712717,0.0003263678,0.0005545726,0.00001705408,0.00008212395,0.00005516866,0.00001521024,0.00305813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08190783,"threshold_uncertainty_score":0.1628622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559147712652382,"score_gpt":0.3655991746097107,"score_spread":0.2096844033444725,"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."}}