{"id":"W4233241647","doi":"10.5206/notabene.v6i1.6584","title":"Forward and Front Matter","year":2013,"lang":"en","type":"article","venue":"Nota bene","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Ottawa","keywords":"Front (military); Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.00007018595,0.0000797092,0.0001034688,0.00003005687,0.00006579477,0.00005328392,0.0001023277,0.00007118092,0.009994937],"category_scores_gemma":[0.00004508924,0.00006534658,0.00002932689,0.0000473351,0.00005706404,0.000119939,0.00009151916,0.0000852611,0.002775734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000370055,"about_ca_system_score_gemma":0.00001250543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007977621,"about_ca_topic_score_gemma":0.0003835559,"domain_scores_codex":[0.9992723,0.00003489418,0.00009999744,0.0001769247,0.0001324218,0.0002834591],"domain_scores_gemma":[0.99954,0.00003361691,0.00001123804,0.0002303068,0.00007263679,0.0001122393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001447136,0.0003351067,0.2504392,0.0002699639,0.0001788229,0.00004679547,0.001155397,0.002178209,0.004569519,0.1455302,0.1277103,0.4674418],"study_design_scores_gemma":[0.0009170603,0.0001318559,0.5433267,0.00001381046,0.00001374758,0.00001226089,0.0005088035,0.00217837,0.001785816,0.1251474,0.3255685,0.0003956563],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8730323,0.0001498448,0.00003074048,0.003020677,0.00005176568,0.00009576655,0.000001450972,0.00003084259,0.1235866],"genre_scores_gemma":[0.9764528,0.000007222912,0.0003007594,0.0006271913,0.00005751061,0.00003893872,0.000004974204,0.000009902259,0.02250073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670462,"threshold_uncertainty_score":0.9986283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009032601738615484,"score_gpt":0.2446481602687312,"score_spread":0.2356155585301157,"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."}}