{"id":"W7019709687","doi":"","title":"How social belonging and performance varies across demographic groups in first year students in science courses.","year":2025,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disengagement theory; Affect (linguistics); Qualitative research; Value (mathematics); Qualitative property; Survey data collection; Social engagement","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001358381,0.0001712614,0.0002309545,0.0009145421,0.001760856,0.00101485,0.001007261,0.0001556237,0.000003244226],"category_scores_gemma":[0.00007138548,0.0002184241,0.00004567431,0.002567134,0.001093392,0.003007613,0.0008531729,0.0003799854,0.000005395296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000538137,"about_ca_system_score_gemma":0.0002953923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009997719,"about_ca_topic_score_gemma":0.07650533,"domain_scores_codex":[0.9979413,0.0001204564,0.0001338976,0.0004829018,0.0006652628,0.0006561673],"domain_scores_gemma":[0.9994575,0.00007183949,0.00007662074,0.0001428094,0.0001247608,0.0001264067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005619564,0.00004925973,0.9847118,0.00002905028,0.00001073062,0.00005461614,0.01393129,0.000001317269,0.000008236993,0.0007303922,3.747866e-7,0.0004166878],"study_design_scores_gemma":[0.001065582,0.00001555723,0.9814023,0.0001396139,0.00001318901,5.454365e-7,0.01641862,2.13972e-7,0.00003297854,0.0001064029,0.0005843011,0.0002206378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998223,0.0000463894,0.00002195288,0.000789759,0.0002492149,0.0002396019,0.000006654065,0.00005778085,0.000365659],"genre_scores_gemma":[0.9977131,0.0001599505,0.00001325465,0.00008213748,0.00002827429,8.802141e-7,0.000002475751,0.000006217883,0.001993721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07640535,"threshold_uncertainty_score":0.9995387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04794040053371856,"score_gpt":0.325546897520998,"score_spread":0.2776064969872794,"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."}}