{"id":"W4398223715","doi":"10.1016/j.asw.2024.100857","title":"Volume 60 editorial","year":2024,"lang":"en","type":"article","venue":"Assessing Writing","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Volume (thermodynamics); Computer science; Physics","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":[0.002016304,0.00008627534,0.00009918126,0.00009633702,0.001104875,0.002134018,0.0001386709,0.0001255947,0.0001281239],"category_scores_gemma":[0.0008458725,0.00009756118,0.00006360959,0.0003626989,0.0001196427,0.0006834229,0.00002269449,0.0002862435,0.0001830874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452922,"about_ca_system_score_gemma":0.0005351891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008235318,"about_ca_topic_score_gemma":0.00006414395,"domain_scores_codex":[0.99856,0.0001604468,0.0002074947,0.000258495,0.0004334855,0.0003800765],"domain_scores_gemma":[0.9992124,0.0004314344,0.0000415238,0.00009733761,0.000123884,0.00009336783],"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":[0.000002843501,0.0000843888,0.00859092,0.0002342299,0.00003793709,0.00006713135,0.02687966,0.00001263344,0.002449532,0.08296627,0.5367526,0.3419219],"study_design_scores_gemma":[0.00007412914,0.000009214575,0.00107749,0.0007431776,0.00002259226,0.000004048269,0.02440586,0.000534811,0.0000672109,0.002470059,0.9703686,0.0002227596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3340699,0.001774527,0.001475387,0.009436208,0.1192699,0.0001821676,0.000005126099,0.002341258,0.5314455],"genre_scores_gemma":[0.8613201,0.00001894611,0.001278469,0.0000615648,0.1338987,0.000009167058,0.000006980143,0.00002091555,0.00338511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5280604,"threshold_uncertainty_score":0.9989018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832199549884386,"score_gpt":0.389593630793365,"score_spread":0.3612716352945212,"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."}}