{"id":"W7047313807","doi":"","title":"The Foundation and Building Blocks of Inclusive and Equitable Classrooms in STEM","year":2023,"lang":"en","type":"report","venue":"K-State Research Exchange (Kansas State University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Equity (law); Inclusion (mineral); Globe; Underrepresented Minority; Attrition; Diversity (politics); Face (sociological concept); Curriculum","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004403832,0.0002878977,0.0004641135,0.001710216,0.0007404152,0.0002064916,0.0005284071,0.0001061049,0.002200206],"category_scores_gemma":[0.00008380046,0.0002647216,0.00007268188,0.001671365,0.0005940314,0.00009866693,0.002747118,0.001010083,0.00001094077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003081584,"about_ca_system_score_gemma":0.001405086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0253118,"about_ca_topic_score_gemma":0.009289601,"domain_scores_codex":[0.995532,0.0005739991,0.0004228169,0.000655243,0.001686557,0.001129346],"domain_scores_gemma":[0.9963948,0.001473221,0.0002550676,0.0004502533,0.001187669,0.000239053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002980341,0.0001254917,0.007999141,0.001260211,0.0003368405,0.0002828829,0.002923383,0.00003291567,0.0006462794,0.002231563,0.009387507,0.9744757],"study_design_scores_gemma":[0.001501256,0.0003608059,0.001897809,0.0006218548,0.00004230984,0.000002151555,0.0139175,0.001580945,0.000231099,0.001970974,0.9774524,0.0004209125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3727861,0.002173062,0.001478461,0.002783051,0.0005742176,0.006318849,0.001422471,0.0001073545,0.6123565],"genre_scores_gemma":[0.1447864,0.03966784,0.00009110483,0.000003195792,0.0001957801,0.00005836379,0.0002322068,0.0001131903,0.8148519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9740548,"threshold_uncertainty_score":0.9999805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08896121675639079,"score_gpt":0.355804338501034,"score_spread":0.2668431217446433,"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."}}