{"id":"W4229823682","doi":"10.31468/cjsdwr.546","title":"Introduction","year":2008,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002890291,0.0002375485,0.0002909221,0.0001410714,0.0003946899,0.00004699732,0.000155295,0.000120816,0.0002927086],"category_scores_gemma":[0.0002470461,0.0002100116,0.00007543691,0.0002464593,0.0006175808,0.0004174487,0.00008895763,0.000288388,0.001198656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000532989,"about_ca_system_score_gemma":0.00006234757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003493846,"about_ca_topic_score_gemma":0.000009140655,"domain_scores_codex":[0.9983441,0.00007870137,0.0002867204,0.0005208607,0.0002429025,0.0005266975],"domain_scores_gemma":[0.9992024,0.00008813012,0.0001188252,0.0003704051,0.00008126404,0.0001389537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000303607,0.0008375392,0.4967133,0.00008158077,0.0001981501,0.0009297508,0.002142171,0.00005931537,0.03658643,0.02303774,0.404985,0.03412539],"study_design_scores_gemma":[0.004653799,0.0007348807,0.8031279,0.0001247428,0.0003247477,0.005342999,0.01517171,0.0006526657,0.03380975,0.004607728,0.1286758,0.00277327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870463,0.0008549222,0.00007756922,0.004561036,0.0002591804,0.0001594591,0.00003235542,0.0004819584,0.006527245],"genre_scores_gemma":[0.996897,0.0003179327,0.0004389897,0.0001425501,0.00138382,0.00002190726,0.00006258659,0.00005578964,0.0006794081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064146,"threshold_uncertainty_score":0.999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1068225569838656,"score_gpt":0.3894918027052942,"score_spread":0.2826692457214285,"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."}}