{"id":"W252822776","doi":"10.55016/ojs/jet.v10i2.43865","title":"Integrity in Public Education","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Public education; Public relations; Order (exchange); Political science; Philosophy of education; Academic integrity; Engineering ethics; Sociology; Pedagogy; Higher education; Public administration; Psychology; Law; Social psychology; Business; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001719626,0.00005994886,0.0001071175,0.0002684044,0.0002151519,0.00009627695,0.000283468,0.00006818811,0.00269495],"category_scores_gemma":[0.00315481,0.00005477798,0.00005039171,0.0005716317,0.0002462677,0.000403001,0.00001345964,0.0002667161,0.0001222461],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004148481,"about_ca_system_score_gemma":0.007910066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009765027,"about_ca_topic_score_gemma":0.0003777326,"domain_scores_codex":[0.9986956,0.0002163415,0.0003840674,0.00008944103,0.0004312736,0.0001833044],"domain_scores_gemma":[0.9980894,0.0003279526,0.0001730415,0.00007959735,0.00114338,0.0001865761],"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":[0.000005654805,0.000536991,0.02757055,0.000003229677,0.000006214947,1.548349e-7,0.00676541,4.910304e-8,0.00001260673,0.9278491,0.02865451,0.008595589],"study_design_scores_gemma":[0.00008529711,0.00002613452,0.06151793,0.00006085354,0.000003491044,0.000007712926,0.006305166,5.410167e-7,0.00003702439,0.2450647,0.6868203,0.0000707844],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4020796,0.0003783751,0.0001521928,0.3233864,0.009717956,0.000129643,8.011102e-7,0.000008950445,0.264146],"genre_scores_gemma":[0.9655887,0.00008452189,0.01978318,0.002062877,0.004649881,0.000006405525,0.000002238386,0.000005290236,0.007816943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6827843,"threshold_uncertainty_score":0.9982167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06456656558894994,"score_gpt":0.4112075486903173,"score_spread":0.3466409831013674,"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."}}