{"id":"W4256033285","doi":"10.1515/iupac.81.0959","title":"Whole Sediment","year":2016,"lang":"it","type":"dataset","venue":"IUPAC Standards Online","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glossary; Ecotoxicology; Relation (database); Ecology; Environmental science; Computer science; Biology; Data mining; Linguistics; Philosophy","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":[0.0008213737,0.002181575,0.001321845,0.003484871,0.0009973001,0.002894456,0.002834658,0.001871893,0.06522346],"category_scores_gemma":[0.00464182,0.0006767894,0.001615903,0.005486789,0.000387548,0.001879307,0.002503326,0.001778229,0.1228037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539772,"about_ca_system_score_gemma":0.002066871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03306819,"about_ca_topic_score_gemma":0.06246963,"domain_scores_codex":[0.9988906,0.0001418689,0.0001546228,0.0003757053,0.0002793315,0.0001577943],"domain_scores_gemma":[0.9981963,0.0002748271,0.0002159546,0.0005355154,0.0006220748,0.0001552976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000899993,0.000021705,0.002203275,0.000835769,0.0000453709,0.0000408793,0.00003378497,0.0004144427,0.0001420552,0.0007445881,0.9895828,0.005845374],"study_design_scores_gemma":[0.00009903613,0.00001406502,0.005340592,0.0003364673,0.00002716876,0.00007008544,0.0001025176,0.0003922082,0.0003060225,0.001079504,0.9922088,0.00002348938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001840214,0.00008305304,0.00007184736,0.00006696968,0.00003276384,0.000008112234,0.9982205,0.0003060357,0.001026592],"genre_scores_gemma":[0.0004360889,0.00005988825,0.000240381,0.00003487386,0.000005630432,0.00002779729,0.9982781,0.00004991159,0.0008673438],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.06522346,"threshold_uncertainty_score":0.2181942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021318841645494,"score_gpt":0.3469748654600624,"score_spread":0.3267616770436075,"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."}}