{"id":"W4392609533","doi":"10.12930/nacadajournal-d-22-31","title":"Academic Advising in Ontario: A Multiple Case Study","year":2023,"lang":"en","type":"article","venue":"NACADA Journal","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"George Brown College","funders":"","keywords":"Academic advising; Higher education; Psychology; Pedagogy; Mathematics education; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01198447,0.0001038942,0.0002038601,0.0007549846,0.0003281256,0.0002427473,0.0004066282,0.00007989062,0.001896297],"category_scores_gemma":[0.001212326,0.00007431944,0.00006783803,0.001265751,0.00002018232,0.0006466219,0.0001062978,0.001340053,0.0006164053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002985587,"about_ca_system_score_gemma":0.000671522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007382671,"about_ca_topic_score_gemma":0.207572,"domain_scores_codex":[0.9962115,0.0003550799,0.00089526,0.000241543,0.001989943,0.0003066876],"domain_scores_gemma":[0.9983672,0.000817977,0.0002555663,0.0002088691,0.0001990723,0.000151337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001958303,0.0000386678,0.9401053,3.968136e-7,0.000006604213,0.002230459,0.009654512,0.002208716,0.00007036357,0.000006393159,0.002851829,0.04280718],"study_design_scores_gemma":[0.002295035,0.0001845024,0.8904699,0.00002844213,0.000008953986,0.00401322,0.05908656,0.02002716,0.00002126807,0.001629021,0.02207346,0.0001624593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971941,0.00003498853,0.0001107647,0.0007545741,0.0007338211,0.0001963603,7.997206e-7,0.00002195553,0.0009526194],"genre_scores_gemma":[0.9966435,0.0000146625,0.000155021,0.000199693,0.0001541681,0.000007545386,5.412302e-7,0.000007221071,0.002817611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2001893,"threshold_uncertainty_score":0.9992272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3930035173261196,"score_gpt":0.5456588985564538,"score_spread":0.1526553812303342,"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."}}