{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04717933,0.0002989264,0.0007872506,0.001727515,0.02359038,0.02558625,0.001816404,0.01141884,0.008281759],"category_scores_gemma":[0.08747344,0.0005280366,0.0003975844,0.001909205,0.07746697,0.0210157,0.01472228,0.01514337,0.001543754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01970016,"about_ca_system_score_gemma":0.04708628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02495385,"about_ca_topic_score_gemma":0.01838987,"domain_scores_codex":[0.9331596,0.04634177,0.002219634,0.003437734,0.009237658,0.00560357],"domain_scores_gemma":[0.9095454,0.05573891,0.006189601,0.009677296,0.0118966,0.006952158],"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":[0.00001990741,0.00002030278,0.0008537681,0.00009884611,0.000006298468,0.0001486816,0.04372522,0.0001673051,0.00006813779,0.8928982,0.03526482,0.02672847],"study_design_scores_gemma":[0.00001252553,0.00004199988,0.001314957,0.0009619596,0.000009617725,0.000177087,0.03221988,0.0002514582,0.0003820351,0.5528495,0.4117361,0.00004291886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01871011,0.01631603,0.007497206,0.6927177,0.002221758,0.00007195681,0.00005769327,0.0001034333,0.2623041],"genre_scores_gemma":[0.9201624,0.004993693,0.002631988,0.03868306,0.001507269,0.00008849164,0.00004180946,0.0001131962,0.03177806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04717933,"threshold_uncertainty_score":0.2495111,"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."}}