{"id":"W4379406578","doi":"10.1039/d3cc01732j","title":"Forensic analysis by solid sampling electrothermal vaporization coupled to inductively coupled plasma optical emission spectrometry","year":2023,"lang":"en","type":"review","venue":"Chemical Communications","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vaporization; Inductively coupled plasma; Inductively coupled plasma mass spectrometry; Analytical Chemistry (journal); Plasma; Chemistry; Sampling (signal processing); Mass spectrometry; Inductively coupled plasma atomic emission spectroscopy; Materials science; Chromatography; Computer science; Organic chemistry; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006532428,0.0009502441,0.002870935,0.0004605201,0.0003827244,0.0001525461,0.002947877,0.001188308,0.0005002659],"category_scores_gemma":[0.002605082,0.0009354064,0.00106505,0.004650206,0.0003156826,0.00008467775,0.001566606,0.002165232,0.000196344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584399,"about_ca_system_score_gemma":0.0005316391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001767114,"about_ca_topic_score_gemma":0.000002933011,"domain_scores_codex":[0.9950016,0.0001242243,0.001883544,0.001244877,0.0007846026,0.0009611262],"domain_scores_gemma":[0.9923614,0.002630687,0.0006807073,0.003252246,0.000320672,0.0007542748],"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":[0.0001486127,0.001962014,0.00003732595,0.01878029,0.02018473,0.00002241325,0.0003558247,0.00003287938,0.6433873,0.00124906,0.002198206,0.3116414],"study_design_scores_gemma":[0.00183519,0.00008423046,0.00000865556,0.01599775,0.03837166,0.000142644,0.0003467478,0.03361928,0.2505468,0.001289558,0.6498609,0.007896537],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001486196,0.8687025,0.1198751,0.0007507279,0.0001089889,0.001551211,0.000618642,0.001518544,0.0053881],"genre_scores_gemma":[0.0008049629,0.8696117,0.1134046,0.00006038621,0.0002863075,0.0008854336,0.01235883,0.0003675556,0.002220139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6476627,"threshold_uncertainty_score":0.9993097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221844123612003,"score_gpt":0.4067845105661488,"score_spread":0.2846000982049485,"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."}}