{"id":"W2060845473","doi":"10.1080/02602930701772754","title":"Telling the second half of the story: linking academic development to student experience of learning","year":2008,"lang":"en","type":"article","venue":"Assessment & Evaluation in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Value (mathematics); Higher education; Pedagogy; Mathematics education; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009443984,0.0000942645,0.0001268213,0.0001371393,0.0008116438,0.00002756265,0.0005100977,0.00007507235,0.0007744054],"category_scores_gemma":[0.0006065645,0.00007276428,0.00003551957,0.0005793218,0.0001355403,0.000408532,0.00007353123,0.0004484243,0.000009506915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007343085,"about_ca_system_score_gemma":0.002810099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003090236,"about_ca_topic_score_gemma":0.0002965511,"domain_scores_codex":[0.9947731,0.002401926,0.0005222932,0.0002255195,0.001911997,0.0001651645],"domain_scores_gemma":[0.9978186,0.0007224099,0.0007017745,0.0002271237,0.0004906068,0.0000395172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005745348,0.0002018302,0.6434925,0.00001786293,0.00001871479,3.504632e-8,0.3286815,0.008935235,0.002175016,0.00846707,0.0001738083,0.007830717],"study_design_scores_gemma":[0.0001433151,0.00001955291,0.8957646,0.000124609,0.00002138892,2.966606e-7,0.02968857,0.000169964,0.0008863327,0.0002075396,0.07287934,0.00009452236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824405,0.0002170035,0.0001222583,0.008902817,0.001323255,0.0008868166,2.033415e-7,0.00001437431,0.006092747],"genre_scores_gemma":[0.9935571,0.00002999717,0.001717084,0.0001914888,0.0001447924,0.0002960373,0.000004497723,0.000008695887,0.004050329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2989929,"threshold_uncertainty_score":0.8479196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.258701240075958,"score_gpt":0.5317956474131663,"score_spread":0.2730944073372083,"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."}}