{"id":"W205230159","doi":"10.1023/a:1011180810493","title":"Chironomid-based paleosalinity records in southern British Columbia, Canada: a comparison of transfer functions","year":2001,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Regression; Mean squared error; Statistics; Physical geography; Geography; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003356086,0.0002717152,0.000314233,0.002699005,0.001980676,0.001286482,0.0007487682,0.0003246404,0.002530631],"category_scores_gemma":[0.001810796,0.0002426434,0.0001693373,0.006314275,0.0005911681,0.0003446903,0.0006818966,0.0002922999,0.0004035292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01255045,"about_ca_system_score_gemma":0.01024328,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9942497,"about_ca_topic_score_gemma":0.9982849,"domain_scores_codex":[0.999733,0.00002200654,0.0000223205,0.00006268099,0.00008112368,0.00007880072],"domain_scores_gemma":[0.9982802,0.0001307866,0.0001217605,0.00004651483,0.001274955,0.0001458464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002455069,0.00003003308,0.9376523,0.0001477291,0.000129642,0.0002063489,0.003372227,0.001156496,0.004937575,0.0003679754,0.002598915,0.04915522],"study_design_scores_gemma":[0.000004457356,0.000003981493,0.99648,0.00002630456,0.00002255889,0.00003641489,0.0009952661,0.0004858683,0.0002640838,0.00002160531,0.001649395,0.00001009041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924062,0.0006387224,0.0001784584,0.00008237525,0.00000554119,0.00001486811,0.003312779,0.00002136728,0.003339645],"genre_scores_gemma":[0.9948471,0.0004332956,0.0003621973,0.00003975467,0.000002239513,0.0000115223,0.002016171,0.00001302016,0.002274603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01255045,"threshold_uncertainty_score":0.0910604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02358623038467258,"score_gpt":0.2406359811675711,"score_spread":0.2170497507828985,"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."}}