{"id":"W2922938126","doi":"","title":"Understanding Networks of Support for Underrepresented Students in STEM","year":2018,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Identity (music); Persistence (discontinuity); Equity (law); Inclusion (mineral); Diversity (politics); Public relations; Psychology; Pedagogy; Mathematics education; Sociology; Political science; Social psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00243902,0.000207647,0.0002215251,0.003214539,0.006516579,0.006406255,0.001024075,0.0009875778,0.006101962],"category_scores_gemma":[0.01120653,0.0002032203,0.0001774239,0.0021648,0.003428312,0.008167022,0.005546576,0.0009825376,0.0003199458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003874578,"about_ca_system_score_gemma":0.002736105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02226062,"about_ca_topic_score_gemma":0.03845659,"domain_scores_codex":[0.9979879,0.001186536,0.00006602715,0.0002198952,0.0002051354,0.0003345221],"domain_scores_gemma":[0.9933605,0.003370157,0.001191719,0.000254631,0.0004258142,0.001397143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009642943,0.0001159056,0.1579318,0.0002095684,0.00004319914,0.0005603125,0.7325473,0.000330236,0.0009484581,0.04313315,0.002595244,0.06148825],"study_design_scores_gemma":[0.00000768926,0.00006134486,0.06065782,0.0002934492,0.00002944718,0.0002350071,0.8909214,0.0008120308,0.0001954719,0.01328613,0.03347648,0.00002379945],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605226,0.0006959149,0.001303087,0.007501531,0.00003419186,0.00003716971,0.000119543,0.00001135679,0.02977465],"genre_scores_gemma":[0.9978464,0.0004568813,0.0003374137,0.000154527,0.00001202378,0.00002892571,0.00004220725,0.000004166325,0.001117562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02226062,"threshold_uncertainty_score":0.04426211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2191850253077609,"score_gpt":0.4010703260289115,"score_spread":0.1818853007211506,"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."}}