{"id":"W2086543441","doi":"10.1007/s00216-006-0766-x","title":"Applications of microwave-assisted processes (MAP™) to environmental analysis","year":2006,"lang":"en","type":"review","venue":"Analytical and Bioanalytical Chemistry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Environmental analysis; Computer science; Management science; Systems engineering; Environmental science; Engineering; Biochemical engineering; Data science; 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":[0.0005983753,0.0009598644,0.001000345,0.001477342,0.0002814332,0.0007553023,0.001253614,0.0008310019,0.002033578],"category_scores_gemma":[0.0004694014,0.0004000781,0.0004394452,0.001928881,0.0005816194,0.00107246,0.0006323915,0.001220868,0.002538665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004411764,"about_ca_system_score_gemma":0.0004659969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005101762,"about_ca_topic_score_gemma":0.0009382564,"domain_scores_codex":[0.9997422,0.00002400118,0.00001939471,0.00005930476,0.0001314219,0.00002363405],"domain_scores_gemma":[0.9997713,0.00008769229,0.0000411471,0.00001514113,0.00006690532,0.00001794579],"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":[0.00008274789,0.0001192257,0.000164319,0.006295335,0.0000697289,0.0002798185,0.00005561054,0.0007852331,0.0645253,0.005218476,0.006156513,0.9162477],"study_design_scores_gemma":[0.00002796537,0.0002883043,0.001099039,0.0006350585,0.00009978614,0.002538512,0.00004373437,0.0005904963,0.06233254,0.003080471,0.9292253,0.00003874739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001461185,0.9856707,0.007297268,0.0001763083,0.0004245586,0.00002535932,0.00002143719,0.0000402482,0.004882856],"genre_scores_gemma":[0.008308537,0.9790776,0.006451428,0.0002021157,0.0003505713,0.00003214264,0.00005202534,0.000006937215,0.005518609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002033578,"threshold_uncertainty_score":0.006803036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02770299786924843,"score_gpt":0.3120189955097302,"score_spread":0.2843159976404818,"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."}}