{"id":"W4401744703","doi":"10.3389/feduc.2024.1442318","title":"An inclusive Research and Education Community (iREC) model to facilitate undergraduate science education reform","year":2024,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Institute of General Medical Sciences; Howard Hughes Medical Institute","keywords":"Community of practice; Alliance; Sustainability; Pedagogy; Science education; Higher education; Underpinning; Engineering ethics; Political science; Sociology; Mathematics education; Engineering; Psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003483322,0.00008853779,0.00009011375,0.001094928,0.001757206,0.0004137177,0.0004597991,0.00006857681,0.00000684334],"category_scores_gemma":[0.0002709005,0.000099007,0.00001434791,0.001979443,0.0005694094,0.001424096,0.000153116,0.0003286483,0.00001904891],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004325947,"about_ca_system_score_gemma":0.01993357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03220481,"about_ca_topic_score_gemma":0.007361239,"domain_scores_codex":[0.9983429,0.0002843368,0.000151436,0.0003254659,0.0005740438,0.0003218079],"domain_scores_gemma":[0.998775,0.00004352084,0.00002629634,0.0002668053,0.000618768,0.0002696129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002643249,0.0006607848,0.01387206,0.00006851352,0.000005129659,1.228153e-7,0.3478536,0.00002710118,0.000214145,0.07500704,0.0865133,0.4757518],"study_design_scores_gemma":[0.00006387483,0.0000744502,0.02398701,0.0001811383,0.000007670517,6.441541e-7,0.6008544,0.001219103,0.00008331954,0.3334058,0.03987337,0.0002492717],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965521,0.0005751451,0.0008316037,0.009034674,0.004461094,0.0005940595,0.000006240723,0.00006353382,0.08788157],"genre_scores_gemma":[0.9801568,0.0002347777,0.008989145,0.0002529012,0.0001380929,0.00006955872,0.00005000261,0.000007032258,0.01010174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4755025,"threshold_uncertainty_score":0.9995424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0975814348640847,"score_gpt":0.409185011794054,"score_spread":0.3116035769299693,"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."}}