{"id":"W1603867911","doi":"10.37119/ojs2013.v19i2.134","title":"Locating Difference With Teacher Candidates","year":2014,"lang":"en","type":"article","venue":"in education","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Significant difference; Social justice; Privilege (computing); Mathematics education; Equity (law); Subject (documents); Dominance (genetics); Pedagogy; Teacher education; Sociology; Teaching method; Psychology; Political science; Social science; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002697077,0.00003908843,0.00005311049,0.00004744874,0.0001416337,0.00002456575,0.0000845757,0.00003393849,0.00005402273],"category_scores_gemma":[0.0002409405,0.00003477617,0.000006375985,0.0001533234,0.00008259482,0.00004519005,0.00000300292,0.00008162086,0.00002349962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652269,"about_ca_system_score_gemma":0.001017101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02272836,"about_ca_topic_score_gemma":0.01460115,"domain_scores_codex":[0.9995026,0.00008643083,0.00006854119,0.0001083977,0.0001014209,0.0001326015],"domain_scores_gemma":[0.9997275,0.00007286171,0.00003337456,0.0000784991,0.00003088975,0.0000568913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005144946,0.0002370553,0.6467617,0.000008988576,0.000001491274,6.883089e-8,0.1501625,0.000004987087,0.00003482492,0.03241431,0.001310306,0.1690587],"study_design_scores_gemma":[0.0002197404,0.00009242022,0.3828209,0.0001092679,0.00001145719,8.897345e-7,0.08851413,0.00008432343,0.00002937501,0.007712876,0.5200842,0.0003203687],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830426,0.00009780917,0.00007394729,0.002029155,0.0004430185,0.00004714901,7.910381e-8,0.00002855635,0.1142377],"genre_scores_gemma":[0.9924772,0.000004527795,0.0004842764,0.0001283552,0.0004163525,0.00002258743,0.000002209084,0.000004442556,0.00646001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5187739,"threshold_uncertainty_score":0.9837794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04632256986001386,"score_gpt":0.3660200444503137,"score_spread":0.3196974745902998,"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."}}