{"id":"W7117701473","doi":"10.47678/cjhe.v55i4.191183","title":"Gaining Momentum in Student Affairs and Services in Canada: Bridging Gaps and Building Futures","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Memorial University of Newfoundland","funders":"","keywords":"Futures contract; Bridging (networking); Momentum (technical analysis); Student affairs; Higher education","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":[0.008997483,0.0005676716,0.001146391,0.003269539,0.01885932,0.02556997,0.00274127,0.006639493,0.03838592],"category_scores_gemma":[0.02054895,0.0005777216,0.0007476563,0.005038444,0.006449835,0.009431958,0.009089494,0.01053949,0.003160919],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09078822,"about_ca_system_score_gemma":0.4669516,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.963327,"about_ca_topic_score_gemma":0.9878406,"domain_scores_codex":[0.9892864,0.0008402519,0.0002908547,0.0004030483,0.004634346,0.004545152],"domain_scores_gemma":[0.9340802,0.005054014,0.001115321,0.0005451699,0.01998135,0.039224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004533103,0.00007226938,0.00495609,0.0005556068,0.00002108927,0.0001232514,0.003124928,0.00009555648,0.0001770842,0.01605891,0.8770446,0.09772528],"study_design_scores_gemma":[0.00001961357,0.00004108832,0.01986292,0.00104508,0.00002265395,0.00004953815,0.03016275,0.0002548354,0.0001711225,0.00369864,0.9445841,0.00008767196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0112882,0.02357524,0.0007240417,0.8864122,0.0273315,0.00007899039,0.001438533,0.0002472893,0.04890399],"genre_scores_gemma":[0.3847704,0.1152203,0.01008434,0.2669491,0.01258077,0.0002272742,0.004255942,0.0009381255,0.2049738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9092118,"threshold_uncertainty_score":0.6587177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008714452305250071,"score_gpt":0.3430060881173649,"score_spread":0.3342916358121148,"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."}}