{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001503571,0.0008801201,0.00056492,0.003147271,0.002644471,0.002425146,0.001150634,0.0008960557,0.3951918],"category_scores_gemma":[0.01374913,0.0002438573,0.000600995,0.001813069,0.0004933442,0.001728221,0.001927827,0.002644879,0.2475363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001614337,"about_ca_system_score_gemma":0.00217843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007161476,"about_ca_topic_score_gemma":0.007907714,"domain_scores_codex":[0.9992848,0.0001020668,0.00005163374,0.000110983,0.0003936974,0.00005689301],"domain_scores_gemma":[0.9928482,0.001111773,0.0002335126,0.0005564109,0.004599946,0.0006502373],"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":[0.00002608626,0.00001557637,0.00009563019,0.00008327454,0.0000014943,0.00003685522,0.00004379722,0.00004195933,0.00009538481,0.002310457,0.9691816,0.02806783],"study_design_scores_gemma":[0.000003593334,0.00001075355,0.0003161103,0.00009883725,0.000001658157,0.00003079761,0.00006117994,0.00001803209,0.00009328195,0.001646618,0.9977152,0.000003950207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001609588,0.01012867,0.007436476,0.03341602,0.3653141,0.0009452376,0.0201233,0.001672025,0.5593545],"genre_scores_gemma":[0.005680948,0.004655684,0.003028653,0.007532997,0.03400881,0.0004290598,0.01089174,0.0007707909,0.9330014],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6048082,"threshold_uncertainty_score":0,"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."}}