{"id":"W2765372572","doi":"10.1002/etc.4008","title":"Forensic source attribution for toluene in environmental samples","year":2017,"lang":"en","type":"article","venue":"Environmental Toxicology and Chemistry","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Alberta","funders":"","keywords":"Toluene; Environmental science; Environmental chemistry; Petroleum; Diamondoid; Chemistry; Organic chemistry","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":[0.003331097,0.001192604,0.0005895902,0.009541303,0.002885302,0.003556166,0.002216271,0.002999954,0.1361196],"category_scores_gemma":[0.01721473,0.0005302103,0.0005704475,0.00752687,0.002051469,0.001828462,0.005510751,0.002202075,0.05687262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002010321,"about_ca_system_score_gemma":0.003811696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001867778,"about_ca_topic_score_gemma":0.001557653,"domain_scores_codex":[0.9920151,0.0007920305,0.0007212965,0.001120634,0.004710528,0.0006403803],"domain_scores_gemma":[0.9839781,0.001616777,0.002320166,0.005723335,0.005842249,0.0005194683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001350919,0.0004854137,0.03140205,0.002598558,0.0002005653,0.01289633,0.0023405,0.0006180044,0.06477811,0.04850685,0.1457244,0.6890984],"study_design_scores_gemma":[0.0000698085,0.0001639775,0.02133618,0.002134707,0.0001006219,0.008266943,0.001367843,0.00181078,0.08374808,0.01072959,0.8701931,0.00007839736],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0997575,0.00522228,0.06507926,0.008931717,0.01274669,0.002076884,0.04859892,0.004419893,0.7531669],"genre_scores_gemma":[0.5607567,0.007877474,0.05876959,0.002605931,0.002538309,0.0013313,0.03404077,0.002399658,0.3296802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1361196,"threshold_uncertainty_score":0.4553655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167407777990032,"score_gpt":0.2284004523394251,"score_spread":0.2167263745595248,"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."}}