{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002078482,0.0003099656,0.0002829131,0.0009982022,0.005312223,0.007192886,0.0007377491,0.003263327,0.02157316],"category_scores_gemma":[0.004565234,0.0001195883,0.000393935,0.001256481,0.01586075,0.008081444,0.00560115,0.00459493,0.003555358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003519853,"about_ca_system_score_gemma":0.002809128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699504,"about_ca_topic_score_gemma":0.003891637,"domain_scores_codex":[0.9981974,0.0008187004,0.00005452056,0.0002566659,0.0004494032,0.0002233033],"domain_scores_gemma":[0.9980789,0.001068314,0.0001198618,0.0001986609,0.0002464057,0.000287844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002286235,0.00001880258,0.0005405228,0.0001090136,0.000002487968,0.0001201028,0.01562094,0.00008892434,0.0002184331,0.9275011,0.01961078,0.03614597],"study_design_scores_gemma":[0.000006621535,0.00003596026,0.0004715896,0.0001987708,0.00000283405,0.0002545451,0.007566479,0.0001591512,0.0002163333,0.2287236,0.762357,0.000007141216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02877241,0.009001686,0.01369077,0.09185355,0.002046757,0.00005590212,0.0001333704,0.0002145307,0.8542311],"genre_scores_gemma":[0.6733281,0.008042922,0.01030914,0.05906978,0.001515846,0.0001206968,0.0002702792,0.0003804112,0.2469629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02157316,"threshold_uncertainty_score":0.07216942,"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."}}