{"id":"W4408220060","doi":"10.1080/13613324.2025.2474942","title":"Routes to STEM: toward making science education more accessible and inclusive","year":2025,"lang":"en","type":"article","venue":"Race Ethnicity and Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sociology; Science education; Higher education; Pedagogy; Social science; Political science; Law","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004877567,0.0001864073,0.000179579,0.0008714989,0.003316856,0.004757206,0.0007742001,0.001065837,0.006059196],"category_scores_gemma":[0.009147407,0.0001756126,0.0002193272,0.0007540984,0.002435236,0.004255648,0.005219447,0.001458616,0.0006725457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009995641,"about_ca_system_score_gemma":0.004073684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665578,"about_ca_topic_score_gemma":0.004439483,"domain_scores_codex":[0.9959207,0.002903208,0.0001023263,0.0001707844,0.0004949316,0.000408077],"domain_scores_gemma":[0.993341,0.002423562,0.0008895129,0.0004133763,0.0007396956,0.002192793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001144339,0.0004103856,0.07013094,0.000807968,0.00002221324,0.0015375,0.7166893,0.0002304301,0.003156113,0.03963101,0.008873953,0.1583957],"study_design_scores_gemma":[0.00001499961,0.0002676216,0.02418083,0.0003872019,0.00001512627,0.000516714,0.739576,0.0001950705,0.0007821687,0.008714412,0.2253207,0.00002918563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377234,0.0005195995,0.006203774,0.01071652,0.0001397449,0.0002343381,0.0001254279,0.00006447736,0.04427285],"genre_scores_gemma":[0.9874971,0.0005657287,0.0046771,0.001111152,0.00003378209,0.0001401194,0.00006117338,0.00003259215,0.005881248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992258,"threshold_uncertainty_score":0.02579534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515473627073919,"score_gpt":0.3902507662187709,"score_spread":0.3550960299480317,"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."}}