{"id":"W1506271705","doi":"10.1111/j.1949-8594.2011.00071.x","title":"Exploring the Responses of Underrepresented Students in Science to an Elementary Classroom Outreach Program","year":2011,"lang":"en","type":"article","venue":"School Science and Mathematics","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto; University of Alberta","funders":"","keywords":"Outreach; Mathematics education; Science education; Perception; Psychology; Scale (ratio); Underrepresented Minority; Pedagogy; Medical education; Medicine; Political science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009998123,0.00008250595,0.0001138616,0.000430917,0.001007116,0.0002600268,0.00160825,0.00001667969,0.00005894793],"category_scores_gemma":[0.002654359,0.00005854574,0.00001522808,0.003117064,0.002735232,0.001591453,0.000242972,0.0001164054,0.00001458272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001355463,"about_ca_system_score_gemma":0.001664519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002238947,"about_ca_topic_score_gemma":0.002212729,"domain_scores_codex":[0.9972387,0.000117359,0.0002705679,0.0003404919,0.001556094,0.000476765],"domain_scores_gemma":[0.9987059,0.0001331606,0.00008949426,0.0003881665,0.0002978631,0.000385376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00003567426,0.001541673,0.2862907,0.00002157448,0.000004510856,0.000002330432,0.61433,0.000002822375,0.005716983,0.036721,0.0001393343,0.05519344],"study_design_scores_gemma":[0.000152269,0.0002065352,0.5090877,0.00005419449,0.000006757509,0.000001788337,0.4793678,0.00009674003,0.002641464,0.007605379,0.0006264664,0.0001529337],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897369,0.000008119402,0.00004110939,0.000764561,0.0002838958,0.00062476,8.900767e-7,0.00003170291,0.00850805],"genre_scores_gemma":[0.9909504,0.00003439721,0.008518605,0.0001807869,0.00003375042,0.00008648582,1.179668e-7,0.000003518491,0.0001919396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.222797,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.374548276838047,"score_gpt":0.486484366007414,"score_spread":0.111936089169367,"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."}}