{"id":"W4238311833","doi":"10.1093/gao/9781884446054.article.t074759","title":"Ryerson, Martin A(ntoine)","year":2003,"lang":"en","type":"reference-entry","venue":"Oxford Art Online","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":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.0004750138,0.001223358,0.00145436,0.000624731,0.0002034264,0.0001342896,0.000855963,0.0009934085,0.008356553],"category_scores_gemma":[0.0004061858,0.001144378,0.0005374225,0.0008375917,0.0001894203,0.0002089509,0.0002619882,0.001858432,0.02156256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005239237,"about_ca_system_score_gemma":0.0008078329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001913647,"about_ca_topic_score_gemma":0.0005592034,"domain_scores_codex":[0.9946514,0.0002679652,0.001146095,0.00128166,0.001219088,0.001433818],"domain_scores_gemma":[0.9966925,0.0001009809,0.0008023931,0.001569274,0.0003235492,0.0005113503],"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":[0.00006815107,0.0006554367,0.0006038171,0.0002700661,0.0001855916,0.000104611,0.00003036692,0.000004680345,0.00000891788,0.0001760611,0.9768816,0.0210107],"study_design_scores_gemma":[0.001083204,0.0001554106,0.0002115848,0.0008038474,0.0002473687,0.00008588449,0.00004042022,0.0001337987,0.00002133799,0.0002719793,0.9957528,0.001192333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002241492,0.006791238,0.00006626893,0.0006766082,0.003267049,0.0008924006,0.01036891,0.0008140824,0.9748819],"genre_scores_gemma":[0.00005498276,0.03549702,0.005529989,0.000824412,0.003074938,0.00006367165,0.03158996,0.0007813768,0.9225836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0522983,"threshold_uncertainty_score":0.9991006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0333952377549118,"score_gpt":0.2879010332806719,"score_spread":0.2545057955257601,"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."}}