{"id":"W4409342023","doi":"10.1016/j.asw.2025.100938","title":"Editorial","year":2025,"lang":"en","type":"editorial","venue":"Assessing Writing","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00770406,0.002467863,0.002007873,0.005447117,0.003014753,0.01025257,0.002394814,0.008026518,0.1352424],"category_scores_gemma":[0.06410988,0.0008309702,0.001487501,0.001536914,0.001593916,0.002498938,0.002122989,0.008859309,0.08175535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002975481,"about_ca_system_score_gemma":0.006277566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002223939,"about_ca_topic_score_gemma":0.007102172,"domain_scores_codex":[0.9917765,0.00185389,0.0007216506,0.000661562,0.004247989,0.000738471],"domain_scores_gemma":[0.9469508,0.009599619,0.002272185,0.002352307,0.03046722,0.008357918],"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":[0.0000109538,0.000004467966,0.00001415748,0.00004401032,0.000002960965,0.0000307567,0.000004377455,0.000003648717,0.00001270558,0.00009737456,0.9955919,0.004182679],"study_design_scores_gemma":[0.00005329912,0.00001400141,0.0001690911,0.0003191917,0.00002008106,0.0001107088,0.00003750276,0.00006723435,0.00008855861,0.0007733281,0.9983357,0.00001133205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008935847,0.00182977,0.0002243494,0.04831155,0.9205911,0.0001593356,0.0002575786,0.00027682,0.0282602],"genre_scores_gemma":[0.001691063,0.00281275,0.0006061043,0.0409045,0.7975447,0.0001925617,0.000419616,0.0003339617,0.1554947],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8647577,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146511964665688,"score_gpt":0.3441105751751194,"score_spread":0.3326454555284626,"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."}}