{"id":"W7162003184","doi":"10.82308/5580","title":"Anthropogenic development over the last ~200 years leaves physical and geochemical imprints in lake sediment records","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sedimentation; Sediment; Range (aeronautics); Spatial ecology; Climate change; Scale (ratio); Spatial distribution; Spatial variability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000344016,0.0001360816,0.0001596607,0.0007565085,0.0006542269,0.001304981,0.0002024477,0.0001371626,0.001628722],"category_scores_gemma":[0.0009198582,0.0001249958,0.0002395242,0.002997477,0.000633203,0.0005670149,0.0005711238,0.0002704235,0.0001498255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001838369,"about_ca_system_score_gemma":0.002175238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1011867,"about_ca_topic_score_gemma":0.3269009,"domain_scores_codex":[0.9997993,0.00002545072,0.00001687254,0.00005514143,0.00007822466,0.00002496465],"domain_scores_gemma":[0.9995616,0.00008701252,0.000145954,0.00004148964,0.0001385544,0.00002529356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057875,0.00001919401,0.7791725,0.0004074683,0.0002868013,0.0003697484,0.006535787,0.003682814,0.01278154,0.006425516,0.003203715,0.1870091],"study_design_scores_gemma":[0.000001231692,0.00002200749,0.9792742,0.00005600302,0.00004326637,0.00006886716,0.001036209,0.0003758802,0.001208651,0.0004908692,0.017412,0.00001070491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761338,0.003587546,0.003320944,0.001210201,0.00005054773,0.00001495952,0.003483208,0.0001338116,0.01206494],"genre_scores_gemma":[0.9900586,0.002822418,0.002426391,0.0001229701,0.00003124307,0.0000134416,0.001387666,0.00003694578,0.003100259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1011867,"threshold_uncertainty_score":0.2011955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585495333748852,"score_gpt":0.2779953324142911,"score_spread":0.2621403790768026,"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."}}