{"id":"W4254243934","doi":"10.31468/cjsdwr.518","title":"Announcements","year":2003,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[],"category_scores_codex":[0.0005821764,0.0002953478,0.0003176355,0.0001204861,0.000272445,0.0001328401,0.0001894202,0.0001250814,0.0003219526],"category_scores_gemma":[0.000354477,0.000258895,0.00007784653,0.0002531994,0.0003495356,0.0003525307,0.00006887433,0.0002505592,0.000943486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006042107,"about_ca_system_score_gemma":0.00008939188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001985201,"about_ca_topic_score_gemma":0.00001148298,"domain_scores_codex":[0.9979553,0.0001420657,0.0003290199,0.0005179573,0.0003102536,0.0007454381],"domain_scores_gemma":[0.999083,0.0001255517,0.0001337405,0.0003888418,0.00008024269,0.0001886325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009284201,0.0008130263,0.8241739,0.00007934989,0.0002142936,0.0004122436,0.0007925108,0.00001639112,0.0185241,0.107827,0.03256808,0.01448626],"study_design_scores_gemma":[0.01763874,0.001707063,0.3331836,0.000861346,0.00102375,0.001279809,0.06772086,0.0005161093,0.04228666,0.05332916,0.4728924,0.007560507],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9212004,0.001365295,0.00009703174,0.0003713354,0.000194258,0.0002387144,0.0001239531,0.0003007956,0.07610821],"genre_scores_gemma":[0.9982212,0.0001221339,0.0005815714,0.0003003969,0.00007447871,0.00003333627,0.00005981958,0.00006030471,0.0005467187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4909903,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246951676092562,"score_gpt":0.4177876354190618,"score_spread":0.2930924678098057,"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."}}