{"id":"W4405019638","doi":"10.21203/rs.3.rs-5027242/v1","title":"Scaling Geochronologies","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Geology; Holocene; Scaling; Quaternary; Denudation; Phanerozoic; Stratigraphy; Progradation; Proxy (statistics); Physical geography; Paleontology; Cenozoic; Tectonics; Geography; Statistics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0008828301,0.0006599743,0.000688696,0.00318899,0.001405629,0.002926031,0.0008283135,0.001623404,0.02875871],"category_scores_gemma":[0.006389719,0.0004783816,0.0007517597,0.001537859,0.002637553,0.004052178,0.001603024,0.002324449,0.003601501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129856,"about_ca_system_score_gemma":0.0005549838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001301691,"about_ca_topic_score_gemma":0.0009540356,"domain_scores_codex":[0.9994161,0.0001326847,0.00002492982,0.0002638298,0.00009974135,0.00006278316],"domain_scores_gemma":[0.9977907,0.000643132,0.0002633018,0.0005838809,0.0004551471,0.0002637099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005673226,0.000004475032,0.0002266338,0.00002153989,0.000004616028,0.00002499364,0.0000813646,0.00145014,0.0002947512,0.9876435,0.002356462,0.00788594],"study_design_scores_gemma":[0.000006876732,0.00001106476,0.001153306,0.00002440044,0.000006533188,0.0001550262,0.0001053724,0.007901303,0.0002399621,0.9632605,0.02712259,0.00001312793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1148035,0.007510368,0.4030623,0.004975596,0.001805456,0.000149455,0.001133426,0.001396318,0.4651635],"genre_scores_gemma":[0.8426294,0.00454135,0.05202194,0.001019565,0.001942686,0.0002699614,0.0008636364,0.0007501818,0.09596126],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02875871,"threshold_uncertainty_score":0.09620744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556441976123636,"score_gpt":0.3659049678285046,"score_spread":0.210260770216141,"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."}}