{"id":"W2146581998","doi":"10.7202/1008537ar","title":"Caractérisation de la charge interne de phosphore du lac Nairne, Charlevoix (Québec)","year":2012,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"","keywords":"Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003530855,0.0002526413,0.0002634131,0.00005537798,0.0005817784,0.0001838682,0.0006022647,0.0002409108,0.002721273],"category_scores_gemma":[0.0002777427,0.0002517618,0.000126286,0.0004203236,0.001827452,0.0008191872,0.0001662595,0.0002951575,0.00149328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002381496,"about_ca_system_score_gemma":0.000267015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.100859,"about_ca_topic_score_gemma":0.02337808,"domain_scores_codex":[0.9974486,0.0004038226,0.0003569095,0.0003760818,0.0003066011,0.001107997],"domain_scores_gemma":[0.9986762,0.0003378249,0.0002493492,0.0002647936,0.00001489345,0.0004569651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007357828,0.0001797776,0.9544807,0.0001932219,0.00001472157,0.00001907014,0.01839317,0.001499971,0.002093325,0.01087658,0.001495678,0.01074643],"study_design_scores_gemma":[0.0002940317,0.000194536,0.4609116,0.0005942946,0.00007133728,0.001175656,0.001099185,0.4524083,0.001680875,0.001776634,0.07921305,0.0005805402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567369,0.006519009,0.01263573,0.001493478,0.0008800232,0.0002383625,0.00005178735,0.00004386757,0.02140083],"genre_scores_gemma":[0.9869398,0.001250683,0.005777099,0.0002735271,0.0006153101,0.00002716822,0.000005681001,0.00002376108,0.005086919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4935691,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894245056469905,"score_gpt":0.2737462279068864,"score_spread":0.2448037773421873,"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."}}