{"id":"W4388132669","doi":"10.47408/jldhe.vi29.1102","title":"Impact assessment of academic support provided by tertiary learning advisors","year":2023,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Hull","keywords":"Literacy; Higher education; Learning development; Presentation (obstetrics); Psychology; Academic achievement; Medical education; Mathematics education; Pedagogy; Political science; Medicine","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":[0.002728039,0.0001086973,0.0002338065,0.0005830155,0.0001972316,0.00004290424,0.0002181658,0.000127875,0.0006046701],"category_scores_gemma":[0.0003204556,0.00009881084,0.00006893496,0.0008439575,0.00003685932,0.0003705764,0.00002232847,0.0006747661,0.00003100932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006329381,"about_ca_system_score_gemma":0.005549605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002628512,"about_ca_topic_score_gemma":0.000006487003,"domain_scores_codex":[0.99762,0.0005307251,0.0008541069,0.0001228152,0.0005951221,0.0002772047],"domain_scores_gemma":[0.9982548,0.0002301284,0.001028344,0.00005939013,0.000283902,0.0001434702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005417998,0.00008791334,0.9280996,0.0000303158,0.00002546579,5.970228e-7,0.0504952,0.0003373126,0.0008265621,0.0003023192,0.01446378,0.005325458],"study_design_scores_gemma":[0.0001354713,0.00004792314,0.7262336,0.0001454898,0.00000589152,0.000001864906,0.01019257,0.000003927929,0.00004792278,0.00003871604,0.2630589,0.00008767696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921824,0.0001339574,0.00001225666,0.003544841,0.001159609,0.0001518975,2.470719e-7,0.00002542967,0.002789331],"genre_scores_gemma":[0.9763774,0.0002102541,0.0004175961,0.00005495732,0.0003998388,0.00001813196,0.00001925582,0.00001531884,0.02248729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2485951,"threshold_uncertainty_score":0.9844761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04656484267497459,"score_gpt":0.4311318988685582,"score_spread":0.3845670561935837,"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."}}