{"id":"W2122079174","doi":"10.3749/canmin.47.5.1001","title":"IMAGING ELEMENT-DISTRIBUTION PATTERNS IN MINERALS BY LASER ABLATION - INDUCTIVELY COUPLED PLASMA - MASS SPECTROMETRY (LA-ICP-MS)","year":2009,"lang":"en","type":"article","venue":"The Canadian Mineralogist","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"Canada Research Chairs","keywords":"Inductively coupled plasma mass spectrometry; Laser ablation; Mass spectrometry; Mass spectrometry imaging; Analytical Chemistry (journal); Chemistry; Laser; Optics; Chromatography; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002467574,0.0003410451,0.0002233297,0.00103343,0.0002869003,0.0005976264,0.0004262731,0.0004899998,0.001237131],"category_scores_gemma":[0.0002661009,0.0001916855,0.0002977668,0.0006971881,0.0002622866,0.0005584685,0.0003832638,0.0003873288,0.0005614522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169028,"about_ca_system_score_gemma":0.0002127323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487652,"about_ca_topic_score_gemma":0.002890412,"domain_scores_codex":[0.9997476,0.00001703269,0.00001444501,0.0001098888,0.00008111967,0.00002988116],"domain_scores_gemma":[0.9998568,0.00003726352,0.00003338201,0.00002066783,0.00004392613,0.000007816589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003519988,0.00001331458,0.002977355,0.00009418845,0.00001842119,0.00008821998,0.00007032169,0.000277129,0.9848093,0.0001490757,0.000209947,0.01125755],"study_design_scores_gemma":[0.000008447442,0.0000552585,0.01905411,0.00001326854,0.00003953775,0.0008596672,0.0001420295,0.008811555,0.9627198,0.0004843065,0.007784707,0.00002727055],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8072062,0.002732322,0.1773742,0.0003283808,0.00008161115,0.0001009483,0.003691386,0.002729968,0.005754929],"genre_scores_gemma":[0.7185772,0.001286238,0.2759067,0.0001775828,0.00003423753,0.00009535136,0.001487992,0.0002223408,0.002212347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001487652,"threshold_uncertainty_score":0.004138589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008406683530554536,"score_gpt":0.2156218962141713,"score_spread":0.2072152126836168,"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."}}