{"id":"W4402110200","doi":"10.55016/ojs/jet.v15i2.43899","title":"Are Educational Researchers Fair to The Classroom Teacher?","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Computer science; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002268857,0.00009614004,0.0001533664,0.0001982076,0.001025329,0.0001092036,0.0007301625,0.00008202084,0.003439635],"category_scores_gemma":[0.005927414,0.00007079715,0.0001241449,0.000644982,0.0004879115,0.0002000758,0.0000297942,0.0004222944,0.0004932948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006720411,"about_ca_system_score_gemma":0.004127924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002605221,"about_ca_topic_score_gemma":0.001014234,"domain_scores_codex":[0.9978515,0.0004038234,0.0003612475,0.0001570052,0.0008905407,0.0003359218],"domain_scores_gemma":[0.9967223,0.001126372,0.0004098738,0.0001895437,0.001110549,0.0004413059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003423806,0.0003035267,0.02477847,0.000002882853,0.00003286885,4.483973e-7,0.02179898,0.000005383774,0.00001584746,0.1067679,0.8448623,0.001397064],"study_design_scores_gemma":[0.00007803452,0.00007515794,0.07739054,0.00003160641,0.00001217017,0.000008437416,0.02531446,7.163429e-7,0.00000466381,0.01182973,0.8851705,0.00008399793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1878648,0.0006528372,0.00004077094,0.6825461,0.00521791,0.0001388787,0.000005420819,0.000008408568,0.1235249],"genre_scores_gemma":[0.8821768,0.00003444139,0.003295691,0.002663691,0.03082422,0.00001479012,0.00000180994,0.0000162659,0.08097228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.694312,"threshold_uncertainty_score":0.9974713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2313455967434298,"score_gpt":0.4820312271553048,"score_spread":0.250685630411875,"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."}}