{"id":"W4301377988","doi":"10.29173/mruer315","title":"Editorial","year":2015,"lang":"en","type":"editorial","venue":"Mount Royal Undergraduate Education Review","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001921199,0.00055247,0.0008671347,0.0001403763,0.0003772443,0.0009517212,0.0008061148,0.0006686011,0.00121624],"category_scores_gemma":[0.003848648,0.0004864005,0.00026831,0.00008869596,0.0001610947,0.0003655701,0.0001159954,0.002126664,0.001397569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007594306,"about_ca_system_score_gemma":0.004737809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002314996,"about_ca_topic_score_gemma":0.0002192446,"domain_scores_codex":[0.9958497,0.000296518,0.0009179643,0.0006495031,0.001824017,0.0004623073],"domain_scores_gemma":[0.9954914,0.0004594448,0.0007667597,0.0005843242,0.002409126,0.0002889616],"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":[0.000003834151,0.00007727853,2.381675e-7,0.003116544,0.00003561747,3.378169e-7,0.0004581662,4.178379e-7,2.075752e-8,0.0157955,0.9762776,0.004234448],"study_design_scores_gemma":[0.0001406825,0.00003642511,4.791737e-8,0.007357489,0.0002883911,4.93276e-7,0.000219695,0.000001470198,4.190579e-8,0.004849939,0.9865515,0.0005538316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[2.538037e-7,0.1034312,0.000002107498,0.006435325,0.7745161,0.000416109,0.0001689139,0.0001821637,0.1148478],"genre_scores_gemma":[0.000004248758,0.02786263,0.000028381,0.0009391021,0.8296728,0.0001922071,0.003528174,0.00008915486,0.1376834],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07556855,"threshold_uncertainty_score":0.9997588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041701774609678,"score_gpt":0.2884581819968772,"score_spread":0.2680411642507804,"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."}}