{"id":"W4200579055","doi":"10.1016/s1001-6279(21)00041-x","title":"Preface","year":2021,"lang":"en","type":"article","venue":"International Journal of Sediment Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Geology; Computer science; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002906886,0.0000766865,0.0001347575,0.00052792,0.00004364601,0.0001821495,0.0008019888,0.00004333742,0.004400785],"category_scores_gemma":[0.0007979414,0.00006684969,0.000123201,0.0003665957,0.0001038149,0.0003604418,0.0002703773,0.0006676649,0.003680676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006198164,"about_ca_system_score_gemma":0.0005766801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001497813,"about_ca_topic_score_gemma":0.000004971255,"domain_scores_codex":[0.9947662,0.0003383363,0.0004504818,0.0001456774,0.004011585,0.0002877708],"domain_scores_gemma":[0.9921536,0.0002936003,0.0001724454,0.0001652493,0.007039084,0.0001760382],"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":[0.000683973,0.001169969,0.009119137,0.00001128213,0.001024743,0.004102657,0.0008339816,0.0004616185,0.4440778,0.008467447,0.5234089,0.006638466],"study_design_scores_gemma":[0.002077407,0.0002453286,0.006505406,0.0002109196,0.00001345246,0.001385647,0.0009147428,0.0001731572,0.3759998,0.003843328,0.6085021,0.0001286421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321348,0.002218457,0.000261705,0.01776238,0.002574153,0.0001352228,0.00002206839,0.00005092668,0.04484025],"genre_scores_gemma":[0.9922141,0.0001400469,0.001612534,0.0001305007,0.00110447,0.000002808697,0.000005313041,0.00006878446,0.00472142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08509328,"threshold_uncertainty_score":0.997095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.129306105360886,"score_gpt":0.4866170006613167,"score_spread":0.3573108953004307,"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."}}