{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004842203,0.002806645,0.002454048,0.00354262,0.003422343,0.007376854,0.002580357,0.00746591,0.04547464],"category_scores_gemma":[0.02919384,0.000782615,0.001654046,0.001245639,0.001621062,0.003687741,0.001541097,0.009757049,0.04171271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002227084,"about_ca_system_score_gemma":0.00355553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255414,"about_ca_topic_score_gemma":0.003213604,"domain_scores_codex":[0.9939307,0.0007310938,0.0005387992,0.0007684276,0.003596027,0.000434954],"domain_scores_gemma":[0.972959,0.005511393,0.001266857,0.0009306004,0.01514114,0.00419103],"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":[0.00001374215,0.000005579481,0.00001484928,0.00007105879,0.000003779582,0.00005481491,0.000006819299,0.000008597814,0.00002491265,0.0001584789,0.9956949,0.003942466],"study_design_scores_gemma":[0.00002327015,0.00001362879,0.00009781041,0.0002417234,0.00001156374,0.0001735409,0.00002453873,0.00004257648,0.00006292943,0.0005046075,0.9987949,0.000008951724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002944131,0.001894615,0.00008629319,0.01712107,0.9763765,0.00002164328,0.00006537207,0.00006948707,0.004335512],"genre_scores_gemma":[0.0005403242,0.003105626,0.0001414422,0.01828353,0.9445673,0.00003210808,0.0001027779,0.00008981778,0.033137],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9545254,"threshold_uncertainty_score":0,"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."}}