{"id":"W994339403","doi":"10.1520/stp11552s","title":"Quality Evaluation of Eutrophic Sediments at St. Augustin Lake, Quebec, Canada","year":2003,"lang":"en","type":"book-chapter","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Inro Consultants (Canada); Université Laval","funders":"","keywords":"Eutrophication; Oceanography; Environmental science; Geology; Ecology; Biology; Nutrient","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001828908,0.0003015619,0.0001276711,0.001556655,0.001539755,0.0007941528,0.0004796347,0.0002136155,0.004973824],"category_scores_gemma":[0.000245416,0.0001093663,0.0001071539,0.001987173,0.0002962256,0.0002525014,0.0002072504,0.0001185736,0.0005131984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01314243,"about_ca_system_score_gemma":0.00597521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9096813,"about_ca_topic_score_gemma":0.9847034,"domain_scores_codex":[0.9998597,0.000006634998,0.000003727203,0.00001939048,0.00009264462,0.00001794195],"domain_scores_gemma":[0.9997664,0.0000122074,0.0000124267,0.000003333781,0.0001888291,0.0000169192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002144955,0.0001268756,0.09684664,0.0007298975,0.00004585417,0.001828274,0.005794833,0.005974107,0.06079841,0.005054266,0.09334379,0.7292425],"study_design_scores_gemma":[0.00001502274,0.0001881046,0.4751325,0.0002098136,0.00004415622,0.001008799,0.00278143,0.004216651,0.03027249,0.0009605134,0.4851019,0.00006854543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.66997,0.01861621,0.00739052,0.002315092,0.000133214,0.0002979687,0.006941787,0.0005907726,0.2937445],"genre_scores_gemma":[0.5676696,0.009110955,0.008932259,0.0003125001,0.00003117631,0.00005987243,0.004031438,0.0001486202,0.4097035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09031868,"threshold_uncertainty_score":0.1817011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873408529769258,"score_gpt":0.2433908670910539,"score_spread":0.2146567817933613,"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."}}