{"id":"W4232625738","doi":"10.4000/memini.429","title":"Varia","year":2012,"lang":"en","type":"paratext","venue":"Memini","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":["insufficient_payload"],"category_scores_codex":[0.0003703272,0.0003745674,0.0004686209,0.0001573688,0.00005240143,0.00004460078,0.0004839268,0.0005772082,0.1767016],"category_scores_gemma":[0.00005992008,0.0003539656,0.0001296081,0.0002154869,0.00005993419,0.00007688194,0.0001634166,0.0005405259,0.9689057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654115,"about_ca_system_score_gemma":0.0001472779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004354474,"about_ca_topic_score_gemma":0.000003058908,"domain_scores_codex":[0.9983357,0.00008538966,0.0002657047,0.0003592512,0.0003585622,0.0005953887],"domain_scores_gemma":[0.9985853,0.00007932899,0.0002414487,0.0008430156,0.00006089561,0.000190008],"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":[0.00001049156,0.00004989628,0.000009299707,0.00005186372,0.00007167278,0.000003651219,0.0001821017,0.000001279482,0.0008014539,0.0001178977,0.9980934,0.0006069618],"study_design_scores_gemma":[0.0001658771,0.00001265669,0.00007844332,0.00006278451,0.0000943746,0.00001359826,0.000009194333,0.000002190669,0.0008703819,0.00002035767,0.9982619,0.0004081959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001120119,0.004127751,0.00002472454,0.00002139005,0.008966609,0.0002049364,0.001078688,0.0001063941,0.9853575],"genre_scores_gemma":[0.005660263,0.00005149912,0.0004381267,0.0001109805,0.004396983,0.00006158672,0.00145868,0.0003671003,0.9874548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7922041,"threshold_uncertainty_score":0.9998912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03424344188388633,"score_gpt":0.304625575796632,"score_spread":0.2703821339127456,"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."}}