{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001587912,0.00004948792,0.0001095652,0.0001535004,0.0001224082,0.0001358695,0.0003977346,0.00001281181,0.0003222266],"category_scores_gemma":[0.0009882497,0.00003873121,0.00005865619,0.001416154,0.0003177369,0.0009296563,0.00007277201,0.0001695983,0.0006517573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001981598,"about_ca_system_score_gemma":0.001252876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.771618e-7,"about_ca_topic_score_gemma":0.000006965464,"domain_scores_codex":[0.9984044,0.0000336375,0.0002369711,0.0001124769,0.0009846241,0.0002278411],"domain_scores_gemma":[0.9983823,0.00003507017,0.0002489046,0.0001781901,0.0009545153,0.0002010579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009729076,0.00004860533,0.00613693,0.000002080891,0.000004037543,0.0002016084,0.000195769,0.0004987218,0.9902734,0.0004942236,0.0009972272,0.001137668],"study_design_scores_gemma":[0.0004676584,0.0001471907,0.2478578,0.00007768875,0.00001312241,0.002649671,0.0002469237,0.0004490838,0.6955889,0.0005936871,0.05178593,0.000122329],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878933,0.0003473576,0.0002815741,0.0003478074,0.0004685475,0.00001687129,0.000001528844,0.000007876334,0.01063507],"genre_scores_gemma":[0.98672,0.00001169095,0.01204666,0.0001126165,0.0001055589,6.300332e-8,3.226621e-8,0.000006148971,0.0009971784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2946845,"threshold_uncertainty_score":0.8377239,"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."}}