{"id":"W7078945885","doi":"10.5281/zenodo.17008871","title":"SedimentSourceAnalysis.jl","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Kernel density estimation; Kernel (algebra); Estimation; Field (mathematics)","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":[0.001188492,0.003253737,0.001062567,0.004169799,0.0006411307,0.002572841,0.002153501,0.001014509,0.08729855],"category_scores_gemma":[0.003053796,0.001177895,0.001652965,0.002556694,0.0004451495,0.001952451,0.002982457,0.001563306,0.06227343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006020631,"about_ca_system_score_gemma":0.001252534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004022295,"about_ca_topic_score_gemma":0.007489246,"domain_scores_codex":[0.9993472,0.00005878714,0.00005162696,0.0001918593,0.000273392,0.00007721515],"domain_scores_gemma":[0.999223,0.0002405839,0.00005360199,0.0002669452,0.0001783435,0.00003753752],"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":[0.000362547,0.0001195788,0.00252737,0.0009395824,0.0002904748,0.0004548093,0.0002705749,0.006246815,0.01110887,0.01664962,0.5951782,0.3658516],"study_design_scores_gemma":[0.0003146101,0.000122404,0.004965668,0.0001327255,0.0001419348,0.000542315,0.0001662866,0.1723285,0.0638475,0.04880833,0.7084416,0.0001881593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002308253,0.0002945283,0.4652242,0.0002358265,0.0002164863,0.0001309353,0.03469348,0.4853482,0.01154805],"genre_scores_gemma":[0.05371776,0.001058413,0.556389,0.0004882946,0.0002943422,0.0007827461,0.1456218,0.1598364,0.08181127],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.08729855,"threshold_uncertainty_score":0.2920427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895320872363186,"score_gpt":0.2241142047645082,"score_spread":0.2051609960408763,"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."}}