{"id":"W4400644830","doi":"10.1073/pnas.2406930121","title":"The increasingly dominant role of climate change on length of day variations","year":2024,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Climate variability and models","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University at Buffalo","keywords":"Glacier; Algorithm; Climate change; Geology; Mathematics; Oceanography; Paleontology","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":[0.0003668757,0.000330324,0.0002818817,0.0005037508,0.0002511339,0.001154347,0.0003015958,0.0004290309,0.002620176],"category_scores_gemma":[0.00177869,0.0002183536,0.0005125248,0.001192445,0.0005198142,0.0008849225,0.0007368406,0.0005057093,0.0003628136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006212238,"about_ca_system_score_gemma":0.0003672034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01280548,"about_ca_topic_score_gemma":0.01309022,"domain_scores_codex":[0.9998331,0.00004098788,0.000006659202,0.00006442847,0.0000347857,0.00001997626],"domain_scores_gemma":[0.9995311,0.000183803,0.0001336256,0.00007365806,0.00003643287,0.00004141714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001873448,0.0000977297,0.6677,0.0002574339,0.0005823345,0.0003704677,0.0004174629,0.1325809,0.01595493,0.02287664,0.007780695,0.1511941],"study_design_scores_gemma":[0.00001098127,0.00003894711,0.881982,0.00005292832,0.0001048462,0.0001850983,0.0001926973,0.09189176,0.00110999,0.009610271,0.01476721,0.00005331328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475037,0.004202938,0.01998779,0.002403157,0.0001549526,0.00001237911,0.003086938,0.0004152441,0.02223283],"genre_scores_gemma":[0.9957805,0.001425501,0.001210953,0.0001518146,0.00007517145,0.00000367027,0.0005023043,0.00006790917,0.000782149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01280548,"threshold_uncertainty_score":0.02546191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03740712960496147,"score_gpt":0.2899406375111511,"score_spread":0.2525335079061896,"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."}}