{"id":"W7132914101","doi":"","title":"Towards Equity in Science, Technology, Engineering and Math (STEM), in Kindergarten to Grade 12 Education","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association for the Study of Adult Education","funders":"","keywords":"Equity (law); Perception; Focus group; Grounded theory; Professional development; Set (abstract data type); Academic achievement; Educational equity","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":[0.006590512,0.0002992603,0.0002869038,0.001282413,0.00572601,0.008391473,0.0008060564,0.0007901272,0.001566324],"category_scores_gemma":[0.009410892,0.000357603,0.0002400796,0.000980998,0.007368967,0.004086668,0.01064279,0.002495244,0.0001482911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004483819,"about_ca_system_score_gemma":0.01039309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01874029,"about_ca_topic_score_gemma":0.04987904,"domain_scores_codex":[0.9957628,0.001739748,0.0002005783,0.0005562439,0.0008178232,0.0009227848],"domain_scores_gemma":[0.9958419,0.001390802,0.000963196,0.0001589494,0.0005589696,0.001086024],"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":[0.00005472139,0.0003173651,0.2979048,0.0002520088,0.00002226148,0.0004944046,0.5699739,0.0002582669,0.002163664,0.04516674,0.001692255,0.08169965],"study_design_scores_gemma":[0.000005872101,0.0002888885,0.268606,0.0006728258,0.00002595527,0.0002678329,0.678861,0.0002377005,0.002040825,0.01530004,0.03365695,0.00003605276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798585,0.0007305209,0.001766417,0.003138408,0.00004018294,0.00005114638,0.00002170674,0.000008821988,0.01438433],"genre_scores_gemma":[0.9977812,0.0001991189,0.0007239015,0.0002414924,0.000004971593,0.0000249406,0.000007838484,0.000003195528,0.001013265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01874029,"threshold_uncertainty_score":0.03726244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05735579193729299,"score_gpt":0.4730270213400932,"score_spread":0.4156712294028002,"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."}}