{"id":"W7055310448","doi":"","title":"Contaminated Soils, Sedments, Water, and Energy, Vol 15","year":2010,"lang":"en","type":"article","venue":"ScholarWorks@UMassAmherst (University of Massachusetts Amherst)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Univerza v Ljubljani; Albert Einstein College of Medicine, Yeshiva University; Universidad Autónoma del Estado de México; Health Canada; University of Ottawa","keywords":"Contamination; Raw material; Natural (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003390257,0.0003264366,0.0003667402,0.0002201365,0.0003733563,0.00009571495,0.0005183618,0.0003904057,0.0006748654],"category_scores_gemma":[0.00001721976,0.0003515492,0.0001222502,0.0003056372,0.0003068518,0.0007622956,0.0001474021,0.0007629534,0.00007402185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008410768,"about_ca_system_score_gemma":0.00003103509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002843013,"about_ca_topic_score_gemma":0.0004885205,"domain_scores_codex":[0.9984535,0.00006342542,0.0002249074,0.0004317729,0.000307837,0.0005185527],"domain_scores_gemma":[0.9988093,0.00006569381,0.00007564003,0.0005615193,0.0001636368,0.0003242143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002664143,0.0006995049,0.01225529,0.000443539,0.001391757,0.0002360969,0.005216209,0.001479277,0.7412879,0.01109145,0.1727822,0.05285035],"study_design_scores_gemma":[0.008040017,0.0002514636,0.0133082,0.0002101401,0.0006301933,0.0000657666,0.005996185,0.03201498,0.03572546,0.001968605,0.8992364,0.002552578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660531,0.0004935152,0.0136978,0.001284886,0.0009268518,0.0003731736,0.0001610153,0.0009735352,0.01603609],"genre_scores_gemma":[0.9927874,0.0002025242,0.002347572,0.00006602935,0.00007212057,0.000003012211,0.0001471159,0.0000597683,0.004314474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7264542,"threshold_uncertainty_score":0.9998937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006722978360992096,"score_gpt":0.1707501476469463,"score_spread":0.1640271692859542,"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."}}