{"id":"W4280603939","doi":"10.1007/s11368-022-03231-x","title":"Sediment source fingerprinting: are we going in the right direction?","year":2022,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Sediment; Environmental science; Computer science; Geology; Geomorphology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008549383,0.00009315095,0.0001619788,0.00002814016,0.0003669121,0.00004751836,0.0002084869,0.00002650275,0.000331341],"category_scores_gemma":[0.000008128746,0.00003238151,0.0000897115,0.0002258717,0.00002211792,0.00009023415,0.00004841913,0.0002903698,0.000001737934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003499827,"about_ca_system_score_gemma":0.000007240222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000407969,"about_ca_topic_score_gemma":0.00002673663,"domain_scores_codex":[0.9987694,0.0001207786,0.0003297751,0.0001203557,0.0004895399,0.0001701507],"domain_scores_gemma":[0.9995117,0.0001243773,0.0002450886,0.00003105965,0.0000258883,0.00006191611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004493194,0.002202744,0.7620218,0.00004181886,0.000144352,0.0003580163,0.007766121,0.001269543,0.04787328,0.000201138,0.02279611,0.1548757],"study_design_scores_gemma":[0.0009943288,0.0006852246,0.5390679,0.00009774804,0.00003952587,0.0001789449,0.007357315,0.0002701087,0.0009661586,0.0003287649,0.4497961,0.0002178939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916803,0.0008302965,0.000002242906,0.006580045,0.0003248576,0.00008382717,0.000003324763,0.000007569583,0.0004874897],"genre_scores_gemma":[0.9983115,0.0002459642,0.00001476393,0.0009528571,0.000164675,0.000006475495,0.000001981053,8.612118e-7,0.0003009205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.427,"threshold_uncertainty_score":0.3627951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961817712097146,"score_gpt":0.2239155310124334,"score_spread":0.2042973538914619,"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."}}