{"id":"W4403430056","doi":"10.15173/ijsap.v8i2.5763","title":"Leading a faculty-wide peer-support programme for widening participation students","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lunds Universitet; University of Missouri-Kansas City; University of Missouri","keywords":"Medical education; Psychology; Mathematics education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003970322,0.0001688395,0.0001703119,0.0002748438,0.0007732537,0.003308636,0.001100738,0.00009181059,0.0001255508],"category_scores_gemma":[0.005326616,0.0001636306,0.0002370172,0.0002102955,0.00009757878,0.001471797,0.00009262157,0.0002690345,0.000120253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161652,"about_ca_system_score_gemma":0.0005341502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001260641,"about_ca_topic_score_gemma":0.0002059701,"domain_scores_codex":[0.9957927,0.0001377065,0.0005205668,0.0003467816,0.00267071,0.0005315398],"domain_scores_gemma":[0.9970787,0.0008288041,0.0003155058,0.00008516308,0.001454047,0.0002377681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007184373,0.001321139,0.493245,0.00006383719,0.003273011,0.0000900629,0.1441023,0.000474791,0.0003142909,0.05203609,0.09315743,0.2112036],"study_design_scores_gemma":[0.0008634078,0.0002473791,0.006208806,0.0001270077,0.0001493695,0.00001925265,0.01041402,0.0001675146,0.0001544342,0.009988205,0.9714314,0.0002292324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8931859,0.0001462731,0.02792648,0.0267978,0.02706815,0.002380428,0.00004710562,0.0002429694,0.02220492],"genre_scores_gemma":[0.9652508,0.0000643346,0.003043704,0.0004494865,0.002038266,0.0005785309,0.0000783057,0.00003771835,0.02845882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.878274,"threshold_uncertainty_score":0.997726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1469818664195895,"score_gpt":0.6578206643621779,"score_spread":0.5108387979425885,"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."}}