{"id":"W6992721483","doi":"","title":"Lipids at high latitudes: investigation of sources, environmental controls, and new potential applications of brGDGT-based paleoclimate proxies","year":2022,"lang":"en","type":"dissertation","venue":"CU Scholar (University of Colorado Boulder)","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Paleoclimatology; Geologic record; Climate change; Sedimentary rock; Arctic; Vegetation (pathology); Global warming","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":[0.001187154,0.0004594784,0.0003554478,0.001704045,0.0007397601,0.003311571,0.0005505754,0.0008000752,0.001489869],"category_scores_gemma":[0.001144938,0.000307663,0.0003165784,0.002718201,0.0009146106,0.001998852,0.001047287,0.0005788253,0.0005167976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115924,"about_ca_system_score_gemma":0.0005918155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01276568,"about_ca_topic_score_gemma":0.02408601,"domain_scores_codex":[0.9996713,0.00005899736,0.00002567894,0.0001409921,0.00005921602,0.00004379272],"domain_scores_gemma":[0.9992362,0.000164999,0.000214449,0.00008706221,0.0002349738,0.00006228717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003866176,0.00007216753,0.7283914,0.0008557721,0.0003616428,0.0004470618,0.002133185,0.00220957,0.07971764,0.01090626,0.0009524311,0.1735663],"study_design_scores_gemma":[0.00001323662,0.00008033036,0.9322336,0.0002907541,0.000180936,0.0002716155,0.00319868,0.004675313,0.02002406,0.005012374,0.03392826,0.00009080512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9184086,0.04340689,0.01040497,0.003578123,0.0001519801,0.00003108321,0.001648103,0.0001400162,0.02223027],"genre_scores_gemma":[0.9712608,0.01500163,0.01049085,0.0003246861,0.0001617782,0.00001382415,0.0006508537,0.00006366701,0.002031858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01276568,"threshold_uncertainty_score":0.02538276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009477278997686594,"score_gpt":0.2001096023915464,"score_spread":0.1906323233938598,"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."}}