{"id":"W4206587663","doi":"10.1007/s12583-021-1309-2","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Journal of Earth Science","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Biogeosciences; Geology; Earth 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":[0.00162009,0.0008983733,0.0005692567,0.003172746,0.002754031,0.002851451,0.001169978,0.0009909208,0.4295184],"category_scores_gemma":[0.01405128,0.0002526662,0.0005753798,0.001769858,0.0004826931,0.002073674,0.00191035,0.003072586,0.2685698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001833428,"about_ca_system_score_gemma":0.002121083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00738137,"about_ca_topic_score_gemma":0.008793822,"domain_scores_codex":[0.9993132,0.00009800228,0.0000435258,0.000102678,0.0003825658,0.00006012916],"domain_scores_gemma":[0.991928,0.001092898,0.0002310556,0.0005665841,0.005319305,0.0008621886],"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":[0.00001892272,0.00001286561,0.00006762705,0.00005293095,0.000001110041,0.00002336544,0.00002760818,0.00003394682,0.00007085247,0.001997242,0.9786673,0.01902616],"study_design_scores_gemma":[0.000004072555,0.000009640791,0.000300247,0.00008844311,0.000001512566,0.000024297,0.00005283546,0.00002253864,0.00007981791,0.001856805,0.9975557,0.000004062563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001224913,0.007876194,0.005968049,0.0406968,0.4098471,0.0007832581,0.01623071,0.001449011,0.515924],"genre_scores_gemma":[0.004872823,0.003664497,0.002132033,0.008087321,0.04459266,0.0003451615,0.008538098,0.0007457921,0.9270216],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5704816,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362586120196395,"score_gpt":0.2962292553104039,"score_spread":0.2726033941084399,"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."}}