{"id":"W4405076882","doi":"10.1016/j.asw.2024.100900","title":"Editorial","year":2024,"lang":"en","type":"editorial","venue":"Assessing Writing","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Computer science; Political science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002336273,0.0001696604,0.0002068732,0.0001043673,0.00104624,0.003088421,0.0003322131,0.0008397702,0.0001188496],"category_scores_gemma":[0.007281173,0.0001815709,0.000109751,0.0002559936,0.0001704976,0.0007054512,0.00007566599,0.001637164,0.0003343432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613528,"about_ca_system_score_gemma":0.004068429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007108065,"about_ca_topic_score_gemma":0.0005354635,"domain_scores_codex":[0.9972758,0.0002588357,0.0002869182,0.0003129115,0.001455976,0.0004096082],"domain_scores_gemma":[0.9933662,0.005722901,0.0002282069,0.0001491787,0.0004275928,0.0001059149],"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":[8.254282e-7,0.00001125166,0.000005974262,0.00007659761,0.00001866366,0.00000220758,0.002736396,3.646653e-7,0.000002580577,0.005458842,0.990029,0.001657312],"study_design_scores_gemma":[0.00003372947,0.000004985383,0.000001176966,0.0004629882,0.00006229063,1.366554e-7,0.007315352,0.000001789209,5.280042e-7,0.002261885,0.9896467,0.0002084348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001868236,0.0009105783,0.000003100027,0.002097153,0.7946409,0.00005507041,0.00002308233,0.000160557,0.2020909],"genre_scores_gemma":[0.0003805225,0.0004958021,0.0002658531,0.00004586019,0.9881736,0.00001411804,0.0001013174,0.00004721124,0.01047572],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1935327,"threshold_uncertainty_score":0.9995037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03282349700658276,"score_gpt":0.44890205077152,"score_spread":0.4160785537649372,"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."}}