{"id":"W4242395431","doi":"10.4000/memini.861","title":"Varia","year":2017,"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":[0.0003248558,0.0003714706,0.0005381308,0.0001318944,0.0001865249,0.000191441,0.001186187,0.000579003,0.0620169],"category_scores_gemma":[0.00020353,0.0003552029,0.0001463333,0.00005396039,0.0001191574,0.00007455968,0.0002465907,0.0005500396,0.9421474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282844,"about_ca_system_score_gemma":0.0002939175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001004968,"about_ca_topic_score_gemma":0.00001168146,"domain_scores_codex":[0.9984329,0.00005644541,0.0002304581,0.0005082894,0.0003514123,0.0004205364],"domain_scores_gemma":[0.9972869,0.0000574652,0.0004887777,0.001958189,0.00008189454,0.0001267472],"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":[0.00001289716,0.00002377863,0.000003406301,0.00004761092,0.00007521691,0.00002471389,0.00008192555,0.000001429659,0.0004622453,0.00005814428,0.9982963,0.0009122837],"study_design_scores_gemma":[0.0002334543,0.00001883388,0.00007087198,0.0001464721,0.00006699347,0.000012459,0.000004093447,0.000005976928,0.0006570087,0.00006267555,0.9983178,0.0004033489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006505285,0.001192058,0.00001210266,0.00004358892,0.008176869,0.0002052571,0.001494844,0.00008141709,0.9887288],"genre_scores_gemma":[0.002362746,0.00007875543,0.0002513373,0.00006003208,0.002545134,0.00004963442,0.001065506,0.0002956426,0.9932912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8801305,"threshold_uncertainty_score":0.99989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396511496575164,"score_gpt":0.3400850490864257,"score_spread":0.2961199341206741,"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."}}