{"id":"W2907191304","doi":"","title":"STEM and LEAF","year":2018,"lang":"en","type":"article","venue":"International Journal of Innovation in Science and Mathematics Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Engineering ethics; Politics; Analogy; Curriculum; Metaphor; Environmental ethics; Sociology; Inclusion (mineral); Epistemology; Political science; Social science; Pedagogy; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005125298,0.00004343224,0.00006675711,0.0009472239,0.0002356083,0.000231523,0.0003146814,0.00002820941,0.00005631996],"category_scores_gemma":[0.001952602,0.00003915661,0.000006253158,0.001365926,0.0009572602,0.0009308857,0.00002848741,0.00008130413,0.000004865113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001559967,"about_ca_system_score_gemma":0.00261844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006985434,"about_ca_topic_score_gemma":0.0000706588,"domain_scores_codex":[0.9985563,0.00003111593,0.0004564436,0.00009771857,0.0007523185,0.0001061598],"domain_scores_gemma":[0.9948859,0.0001031408,0.0004004601,0.00005623721,0.004497302,0.00005701369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005480115,0.0001388743,0.01364196,0.000005021569,0.000003430187,3.399119e-7,0.07760451,4.072388e-7,0.002675806,0.7608765,0.001391422,0.1436563],"study_design_scores_gemma":[0.0008266944,0.0002146535,0.095753,0.0004602241,0.00001403721,0.0002088838,0.4612882,0.0005377796,0.00522662,0.241751,0.1933188,0.000400049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744439,0.00003757393,0.00104034,0.009503571,0.002538586,0.00007171145,3.365004e-7,0.000004433616,0.01235953],"genre_scores_gemma":[0.9930863,0.00009144649,0.00509554,0.0007462244,0.0005307514,0.000002440207,2.63966e-7,0.000002119898,0.0004448853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5191255,"threshold_uncertainty_score":0.4645001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08342477084081927,"score_gpt":0.4568571405241493,"score_spread":0.37343236968333,"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."}}