{"id":"W4387006090","doi":"10.1111/fwb.14184","title":"Contrasting long‐term changes in lake trajectories linked to differences in wind‐induced mixing in the Peruvian Andes","year":2023,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Subfossil; Stratification (seeds); Diatom; Geology; Ecology; Plankton; Oceanography; Dominance (genetics); Shore; Diachronous; Physical geography; Holocene; Geography; Paleontology; Structural basin; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001011939,0.0001451869,0.0003017092,0.0004764257,0.0001008384,0.0000283132,0.0003928701,0.0002342843,0.0005853749],"category_scores_gemma":[0.0001681698,0.00009082116,0.00002243745,0.0006140869,0.0001778169,0.0000518204,0.00003025116,0.0003961653,0.0001518324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001592029,"about_ca_system_score_gemma":0.000026947,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090293,"about_ca_topic_score_gemma":0.8769009,"domain_scores_codex":[0.9979578,0.000665718,0.0002278524,0.0003323156,0.0000805357,0.0007358256],"domain_scores_gemma":[0.9989513,0.0008160559,0.00002997919,0.000136288,0.00001375322,0.00005258485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006045541,0.0000111662,0.9934719,0.00001486494,0.000005815434,0.0001772585,0.00460398,0.00001410175,0.000269075,0.00001138488,0.00001078398,0.001349206],"study_design_scores_gemma":[0.0003652387,0.0002057952,0.9978347,0.00003007412,0.000001650543,0.0000187974,0.0006769873,0.0002910632,0.00005538631,0.0003112365,0.00009215191,0.0001169289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955162,0.0001635278,9.773697e-7,0.003340414,0.0002800695,0.0003003819,0.00006083769,0.00002736644,0.0003102331],"genre_scores_gemma":[0.999264,0.00005043976,0.00001934199,0.000313764,0.00008113975,0.00001624101,0.0002078437,0.000002463086,0.00004475846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8758106,"threshold_uncertainty_score":0.6409445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06243258289172977,"score_gpt":0.2832105319443863,"score_spread":0.2207779490526566,"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."}}