{"id":"W4290723004","doi":"10.1007/s11004-022-10007-z","title":"Application of Supersplining to the Mesozoic and Paleozoic Geologic Time Scales","year":2022,"lang":"en","type":"article","venue":"Mathematical Geosciences","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"Universitetet i Oslo","keywords":"Paleozoic; Geology; Mesozoic; Ordovician; Cretaceous; Paleontology; Stage (stratigraphy); Hydrogeology; Period (music); Smoothing; Geologic time scale; Boundary (topology); Statistics; Geotechnical engineering; Mathematics; Structural basin","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":[],"category_scores_codex":[0.0008804355,0.00008474734,0.0002000839,0.00005143812,0.0003862348,0.000025889,0.0004382144,0.00001903047,0.006919805],"category_scores_gemma":[0.0002183909,0.0000441803,0.00005659019,0.0006103353,0.0003427491,0.00004242855,0.0001180294,0.00009741481,0.0002252448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000148138,"about_ca_system_score_gemma":0.000008736753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003071455,"about_ca_topic_score_gemma":0.0001480496,"domain_scores_codex":[0.9988152,0.00008572909,0.0002265967,0.000261652,0.0003896114,0.0002211764],"domain_scores_gemma":[0.9992265,0.0004378599,0.00006071349,0.0001537264,0.00002156333,0.00009961998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005204813,0.0002306181,0.854695,0.00008072474,0.00004299981,0.000006404295,0.002005966,0.01473791,0.002683857,0.01115546,0.0004268535,0.1138822],"study_design_scores_gemma":[0.0001089747,0.0004465312,0.3937502,0.000006847181,0.00004478494,0.00003398236,0.001919186,0.3529021,0.0001701192,0.2479999,0.002366574,0.0002507391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908918,0.0002848253,0.001355164,0.003653449,0.0000243022,0.0001592265,0.00002353468,0.00002211483,0.003585656],"genre_scores_gemma":[0.9977273,0.000004708006,0.001625679,0.0003801124,0.00001740593,0.00001168367,0.000008210523,7.356809e-7,0.0002241933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4609448,"threshold_uncertainty_score":0.993988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085186553316644,"score_gpt":0.2037641541672395,"score_spread":0.192912288634073,"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."}}