{"id":"W2119742965","doi":"10.1002/jms.3447","title":"Membrane introduction mass spectrometry (MIMS): a versatile tool for direct, real‐time chemical measurements","year":2014,"lang":"en","type":"article","venue":"Journal of Mass Spectrometry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"Natural Sciences and Engineering Research Council of Canada; Simon Fraser University; University of Victoria","keywords":"Chemistry; Mass spectrometry; Analyte; Analytical Chemistry (journal); Spectrometer; Sample preparation; Chemical ionization; Chromatography; Ionization; Ion; Organic chemistry; Optics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002801968,0.0005035485,0.001132342,0.0003973994,0.0001161293,0.0001138864,0.0007312595,0.0003530249,0.005079818],"category_scores_gemma":[0.003610449,0.0004734109,0.0006009093,0.0007168638,0.000120802,0.0002731256,0.00008165675,0.0008056075,0.00005876234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570453,"about_ca_system_score_gemma":0.0001944279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002609331,"about_ca_topic_score_gemma":1.456197e-7,"domain_scores_codex":[0.9955688,0.0001049715,0.00139099,0.0006311919,0.001482233,0.0008218805],"domain_scores_gemma":[0.9967233,0.0007358578,0.001005675,0.000635086,0.0005027029,0.0003973646],"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":[0.0005435346,0.000217435,0.0007356147,0.0003146628,0.0006052502,0.00001408469,0.00002738304,0.00001491936,0.9931728,0.0001042045,0.003529824,0.0007202896],"study_design_scores_gemma":[0.002160679,0.0001807573,0.0001491144,0.00009319163,0.0003565007,0.000131547,0.00005737535,0.0003932953,0.9885647,0.00175379,0.005635601,0.0005234593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5556024,0.0003746508,0.2926995,0.005486149,0.001878044,0.0005907328,0.00008851143,0.0004485981,0.1428314],"genre_scores_gemma":[0.3619536,0.00009512139,0.6267588,0.00007933291,0.006687515,0.00001892921,0.00004200165,0.0001358055,0.004228915],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3340593,"threshold_uncertainty_score":0.9997718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841675482004294,"score_gpt":0.2652296623393172,"score_spread":0.2468129075192743,"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."}}