{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0145059,0.003453561,0.003255009,0.007699538,0.004454273,0.01250352,0.003446767,0.01339093,0.07487926],"category_scores_gemma":[0.08832384,0.001168147,0.002469054,0.002770487,0.002113131,0.003055681,0.002491393,0.01188932,0.04113795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004609436,"about_ca_system_score_gemma":0.008285268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003539073,"about_ca_topic_score_gemma":0.01059085,"domain_scores_codex":[0.9868478,0.002953766,0.001399712,0.001243832,0.006591972,0.0009630367],"domain_scores_gemma":[0.9262491,0.01890263,0.003933516,0.002934754,0.03913319,0.00884691],"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":[0.00001380553,0.000005717349,0.00001847954,0.00008250673,0.000007120169,0.00003389274,0.000006466705,0.000006399855,0.00001073049,0.00008946101,0.9971137,0.002611815],"study_design_scores_gemma":[0.00008142348,0.00001324556,0.0002110336,0.0005762671,0.00004760976,0.00009461201,0.00004677947,0.00009075003,0.00006570391,0.0008659379,0.9978927,0.00001405882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003684154,0.001319311,0.00009855567,0.03144282,0.9610038,0.00007908469,0.0001776028,0.0000763818,0.005765485],"genre_scores_gemma":[0.0007553422,0.002185204,0.0002994311,0.03568013,0.9150964,0.0001541223,0.0002159633,0.0001224434,0.04549101],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07487926,"threshold_uncertainty_score":0,"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."}}