{"id":"W4234876101","doi":"10.5539/mas.v3n12p0","title":"Modern Applied Science, Vol. 3, No. 12, December, 2009","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China; Chulalongkorn University; University of Mosul","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008198281,0.0003228222,0.0004691137,0.0009850402,0.0009215499,0.001964146,0.0003962918,0.0005020129,0.02100246],"category_scores_gemma":[0.000700986,0.0002402025,0.0004575189,0.001801274,0.001135102,0.0006457985,0.0007462192,0.0006483081,0.004972712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008945339,"about_ca_system_score_gemma":0.001404553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678816,"about_ca_topic_score_gemma":0.004276074,"domain_scores_codex":[0.9995255,0.00009144569,0.0000377442,0.00008188458,0.0002156643,0.0000477348],"domain_scores_gemma":[0.9996969,0.00005309106,0.00003408216,0.00004039864,0.0001366332,0.00003895012],"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":[0.0002850501,0.0004783023,0.07224593,0.001504843,0.0001355805,0.0009315447,0.001258387,0.001638566,0.05227244,0.01294743,0.01321627,0.8430856],"study_design_scores_gemma":[0.00004593625,0.0009944778,0.2416949,0.0005867114,0.0002172918,0.005358777,0.003593478,0.00657012,0.03769625,0.02985239,0.6733288,0.00006091627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6658036,0.1153286,0.02926229,0.01144108,0.001741151,0.0001409162,0.0005250932,0.0002453433,0.175512],"genre_scores_gemma":[0.8663002,0.03667887,0.01435537,0.0008004503,0.0004534726,0.0000482049,0.0004781451,0.00004377556,0.08084147],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02100246,"threshold_uncertainty_score":0.07026029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061507432034195,"score_gpt":0.229670682457715,"score_spread":0.219055608137373,"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."}}