{"id":"W4245917980","doi":"10.51357/jei.v2i2.155","title":"Editorial","year":2021,"lang":"en","type":"editorial","venue":"Journal of Educational Informatics","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Engineering ethics; Diversity (politics); Political science; Computer science; Sociology; Engineering; Law","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002133808,0.0001529573,0.0003997968,0.0002744937,0.0002982225,0.0003723163,0.0005443319,0.0007224922,0.001176283],"category_scores_gemma":[0.0116108,0.0001432383,0.0002442897,0.0003115127,0.0001171045,0.0006416771,0.00003004071,0.0009344966,0.0001211549],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005409172,"about_ca_system_score_gemma":0.03016808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002655953,"about_ca_topic_score_gemma":0.00007970567,"domain_scores_codex":[0.9958216,0.0001719892,0.00139309,0.00005154265,0.002325772,0.0002360253],"domain_scores_gemma":[0.9892507,0.002864936,0.002310996,0.0001779074,0.005117279,0.0002782154],"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":[0.000004154673,0.00006617833,0.00003009242,0.00006775351,0.00005819019,1.40021e-7,0.03060762,0.000004136159,1.515138e-7,0.006391725,0.9626759,0.00009394407],"study_design_scores_gemma":[0.0001503594,0.00002506115,0.000004457345,0.0002149565,0.00004227295,0.000002381319,0.01982684,2.558263e-7,4.966656e-7,0.0008750533,0.9787211,0.00013672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006472139,0.000418296,0.000008813753,0.002998759,0.9615778,0.00007474182,0.00004682948,0.000003542836,0.03480647],"genre_scores_gemma":[0.00003342701,0.0008090285,0.001000673,0.0001036207,0.9875604,0.00000474529,0.0001117375,0.00001420097,0.01036217],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02962716,"threshold_uncertainty_score":0.9997368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02107321005680736,"score_gpt":0.3950644706428388,"score_spread":0.3739912605860315,"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."}}