{"id":"W2009227181","doi":"10.1002/mas.20152","title":"Informatics development: Challenges and solutions for MALDI mass spectrometry","year":2007,"lang":"en","type":"review","venue":"Mass Spectrometry Reviews","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chemistry; Analyte; Mass spectrometry; Chromatography; Matrix-assisted laser desorption/ionization; Analytical Chemistry (journal); Desorption","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":[0.00979631,0.001486242,0.001843598,0.002506153,0.000942264,0.004436167,0.003096485,0.004556898,0.007304023],"category_scores_gemma":[0.006825254,0.0006504658,0.0007610357,0.002589214,0.002346118,0.008990644,0.002846955,0.006573174,0.008494274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847256,"about_ca_system_score_gemma":0.002721201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051441,"about_ca_topic_score_gemma":0.0009256649,"domain_scores_codex":[0.9970334,0.0007277681,0.0001869491,0.0003050086,0.00159902,0.0001479548],"domain_scores_gemma":[0.9929138,0.003020006,0.0003172482,0.0004801021,0.002573894,0.0006949738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005167168,0.0001172467,0.0003191699,0.003661863,0.00005924871,0.0002691498,0.0002096823,0.0006908576,0.003297423,0.06070301,0.07707445,0.8535463],"study_design_scores_gemma":[0.00001763046,0.0000811532,0.0003554358,0.001497127,0.00002275725,0.001812825,0.0002513487,0.001602815,0.001723743,0.04326345,0.9493203,0.00005131259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007104825,0.8972529,0.04887823,0.03759365,0.002682939,0.00007518751,0.00005809304,0.0004158952,0.01233272],"genre_scores_gemma":[0.004632778,0.8989201,0.07732498,0.00673946,0.00299154,0.0001595555,0.0001374026,0.0001019934,0.008992165],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00979631,"threshold_uncertainty_score":0.05180842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235941217936739,"score_gpt":0.3503575856839708,"score_spread":0.2267634638902969,"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."}}