{"id":"W2014200278","doi":"10.1007/s10933-007-9148-4","title":"Diatom-based total phosphorus (TP) and pH transfer functions for the Irish Ecoregion","year":2007,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Diatom; Ecoregion; Environmental science; Paleolimnology; Sediment; Ecology; Multivariate statistics; Water Framework Directive; Water quality; Statistics; Mathematics; Biology","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":[0.0003758976,0.0002862099,0.0002194822,0.0007022454,0.0003368357,0.0004460047,0.0004130799,0.0002067786,0.001202798],"category_scores_gemma":[0.0005117299,0.0001896093,0.000341004,0.0009427489,0.0002612053,0.0003547576,0.0004887962,0.0002022572,0.0004568604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001858488,"about_ca_system_score_gemma":0.000655796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2157263,"about_ca_topic_score_gemma":0.2656607,"domain_scores_codex":[0.9998825,0.00001918388,0.000006087431,0.00003991913,0.00001609477,0.00003628984],"domain_scores_gemma":[0.9997851,0.00003716421,0.00002767864,0.00001967229,0.00009300065,0.0000374332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002902794,0.0001044345,0.842477,0.0001461693,0.0001926484,0.0004228186,0.00125127,0.03893857,0.04970197,0.001147415,0.002243059,0.0604718],"study_design_scores_gemma":[0.00003607727,0.00005472671,0.9782581,0.00001637269,0.00006207923,0.0001426401,0.0008909327,0.01219952,0.005662835,0.0002425755,0.002398286,0.00003587679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996305,0.00004740395,0.0004819015,0.00001791319,0.000001355352,0.000004048792,0.0009758655,0.00001995609,0.002146677],"genre_scores_gemma":[0.9971901,0.0000270413,0.0007441984,0.000006666607,6.733824e-7,0.000006666664,0.00135592,0.00001992068,0.0006487978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2157263,"threshold_uncertainty_score":0.4289414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318454095482828,"score_gpt":0.2910351626736792,"score_spread":0.2678506217188509,"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."}}