{"id":"W4200245123","doi":"10.1152/advan.00032.2021","title":"Participation value of undergraduate students leading STEM outreach: evaluation of academic, personal, and professional effects","year":2021,"lang":"en","type":"article","venue":"AJP Advances in Physiology Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Okanagan University College; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Outreach; Medical education; Professional development; Psychology; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007472464,0.00005431893,0.0001344963,0.00006419955,0.00009753807,0.000003837119,0.00007652506,0.00006892614,0.000009712183],"category_scores_gemma":[0.0001905037,0.00005713588,0.00001923262,0.0002039684,0.0001325937,0.0003231617,0.00004637978,0.00007963974,0.000001604661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289653,"about_ca_system_score_gemma":0.0005743719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006409463,"about_ca_topic_score_gemma":0.0002058381,"domain_scores_codex":[0.9987342,0.0004440959,0.0001644974,0.0001650663,0.0003836189,0.000108494],"domain_scores_gemma":[0.9993063,0.0001869699,0.0001607975,0.00005117364,0.0002663841,0.00002842052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002586888,0.0002784218,0.8883551,0.0001229928,0.00001900215,1.180387e-7,0.02676473,0.00007719192,0.008899265,0.01199027,0.0001065527,0.06336053],"study_design_scores_gemma":[0.0003902935,0.00001880931,0.9650158,0.0001532629,0.00004361668,1.031234e-7,0.009940729,0.00008369873,0.004326935,0.01979035,0.0001666278,0.00006972314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995843,0.002078529,0.000009226561,0.000455621,0.0008074234,0.0002188533,0.000001028638,0.000005146839,0.0005811509],"genre_scores_gemma":[0.9987496,0.0007671746,0.00009526034,0.00004209144,0.00004870024,0.00003076379,0.00002292025,0.000002287407,0.0002412698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07666079,"threshold_uncertainty_score":0.2329933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04648517333797893,"score_gpt":0.4330846070688113,"score_spread":0.3865994337308324,"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."}}