{"id":"W271436557","doi":"","title":"Novel Approaches to Managing and Contrasting Complex Ion Mobility MALDI Imaging Datasets.","year":2013,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Analyte; Mass spectrometry imaging; Computer science; Mass spectrometry; Software; MALDI imaging; Sample size determination; Chemistry; Computational biology; Biological system; Biomedical engineering; Bioinformatics; Pattern recognition (psychology); Materials science; Chromatography; Biology; Artificial intelligence; Matrix-assisted laser desorption/ionization; Mathematics; Medicine; Statistics","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":[0.009121624,0.001865532,0.001545881,0.003875721,0.001188574,0.005786273,0.004810472,0.001805551,0.003200701],"category_scores_gemma":[0.02658276,0.0009947651,0.001447032,0.003960293,0.001428698,0.005426797,0.006609169,0.002497275,0.001650082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056555,"about_ca_system_score_gemma":0.001980802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002060781,"about_ca_topic_score_gemma":0.005710337,"domain_scores_codex":[0.9959546,0.000964766,0.0003986942,0.0009810337,0.001443156,0.0002577472],"domain_scores_gemma":[0.989754,0.003365843,0.001152617,0.00267455,0.002526678,0.0005261952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007307574,0.0004339461,0.005764288,0.0008318801,0.0005753007,0.0004122464,0.001077069,0.04474241,0.138855,0.0357924,0.01501598,0.7557688],"study_design_scores_gemma":[0.0001099969,0.0001940697,0.003607382,0.0001022995,0.0002250114,0.001112977,0.0007521875,0.823516,0.07145832,0.06819298,0.03057276,0.000156056],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005402327,0.0002919766,0.9906284,0.0002442749,0.00005910659,0.0001594224,0.0002914199,0.002233417,0.0006896623],"genre_scores_gemma":[0.02925687,0.0002201617,0.9679745,0.0001398746,0.00006653686,0.0002071487,0.0009831132,0.0004898378,0.0006618637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009121624,"threshold_uncertainty_score":0.04824036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05357081652525358,"score_gpt":0.2358070248880869,"score_spread":0.1822362083628333,"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."}}