{"id":"W2058532177","doi":"10.1016/s0584-8547(03)00018-1","title":"Sample diagnosis using indicator elements and non-analyte signals for inductively coupled plasma mass spectrometry","year":2003,"lang":"en","type":"article","venue":"Spectrochimica Acta Part B Atomic Spectroscopy","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Analyte; Matrix (chemical analysis); Chemistry; Inductively coupled plasma mass spectrometry; Mass spectrometry; Analytical Chemistry (journal); Inductively coupled plasma; Chromatography; Plasma; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001105169,0.0008930039,0.0007383968,0.0009387195,0.0005208038,0.001108853,0.001365605,0.001664344,0.001019452],"category_scores_gemma":[0.002033768,0.0007085807,0.0004182874,0.0005328984,0.0009004484,0.001252288,0.0007705501,0.001127511,0.0009355739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005877228,"about_ca_system_score_gemma":0.0006116434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000463294,"about_ca_topic_score_gemma":0.001225405,"domain_scores_codex":[0.9990782,0.0001928443,0.00005216841,0.000223518,0.000380419,0.00007293159],"domain_scores_gemma":[0.9992894,0.0003342684,0.00006510087,0.00005167865,0.0002113769,0.00004821972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003982154,0.00003272316,0.001247596,0.0001641066,0.00001940663,0.0001466717,0.0001028615,0.0001340064,0.9802361,0.00122134,0.0002674818,0.01602939],"study_design_scores_gemma":[0.0000256211,0.0001447593,0.0009759908,0.00001024606,0.00004239614,0.0006592916,0.00005450296,0.003750863,0.9902513,0.000833315,0.003238186,0.00001347079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2963373,0.006922741,0.6871179,0.0007345805,0.0003504893,0.0002805065,0.0002862218,0.00181167,0.006158561],"genre_scores_gemma":[0.5880153,0.002765984,0.4028122,0.0005380115,0.00008038096,0.0002159457,0.0003352204,0.0002150679,0.005021816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001664344,"threshold_uncertainty_score":0.005844772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02211416811300797,"score_gpt":0.2903580805034069,"score_spread":0.2682439123903989,"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."}}