{"id":"W4411617380","doi":"10.51847/xsne1c9","title":"10.51847/XSNe1c9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre National de la Recherche Scientifique","keywords":"Mediterranean climate; Nutrient; Environmental science; Spatial distribution; Hydrology (agriculture); Physical geography; Geography; Oceanography; Geology; Ecology; Archaeology; Remote sensing; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001385421,0.00006994695,0.00006599679,0.00001150827,0.00006675871,0.00002127825,0.000142815,0.00002751001,0.9994187],"category_scores_gemma":[0.000003718567,0.00006439994,0.00002797693,0.0001119802,0.00003865095,0.00008491904,0.00004790975,0.00004163239,0.9978238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006308321,"about_ca_system_score_gemma":0.000003431749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001254306,"about_ca_topic_score_gemma":6.409759e-7,"domain_scores_codex":[0.9993579,0.00004339222,0.0001028564,0.0001512158,0.0001681689,0.0001764323],"domain_scores_gemma":[0.9996812,0.00001058845,0.00001220426,0.0001762295,0.000001436971,0.0001182856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002117135,0.00005499121,0.000004222307,0.000001069228,0.000003673759,0.000002258264,0.00006021692,0.0007888539,0.0002861021,0.000002804544,0.09501169,0.9037629],"study_design_scores_gemma":[0.00008868051,0.00005079018,0.001396259,0.000002280302,0.000003204799,0.00000221797,5.684122e-7,0.0001110085,0.000111382,0.000007618838,0.9981271,0.00009890449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009106572,0.000002641205,0.000002354813,0.0009805077,0.00000195938,0.00008877166,0.000007899024,0.00005794199,0.9897513],"genre_scores_gemma":[0.004326735,1.207548e-7,0.0002180835,0.0003516599,0.00002967122,0.000008231866,0.000005035698,0.000006125089,0.9950544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9036641,"threshold_uncertainty_score":0.2626153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009866020403357142,"score_gpt":0.2034937835970357,"score_spread":0.1936277631936786,"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."}}