{"id":"W2785692501","doi":"10.4155/bio-2017-0153","title":"Coated Blade Spray: Shifting the Paradigm of Direct Sample Introduction to MS","year":2018,"lang":"en","type":"review","venue":"Bioanalysis","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bioanalysis; Computer science; Nanotechnology; Sample (material); Sample preparation; Process engineering; Biochemical engineering; Data science; Materials science; Chromatography; Chemistry; Engineering","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":[0.001679995,0.001130079,0.0009443149,0.002521428,0.0004069048,0.001612677,0.001474648,0.001535596,0.002540636],"category_scores_gemma":[0.001063312,0.0006005787,0.0006678082,0.001706532,0.001310226,0.003169777,0.001374021,0.003191471,0.003103968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008942062,"about_ca_system_score_gemma":0.001609434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007144293,"about_ca_topic_score_gemma":0.001097742,"domain_scores_codex":[0.9992446,0.0001265413,0.0000643954,0.0001512959,0.000362884,0.00005034023],"domain_scores_gemma":[0.9994061,0.0002791238,0.00006644589,0.00003203745,0.0001791524,0.00003711029],"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":[0.00009589346,0.00009567587,0.000290813,0.0217108,0.0001097239,0.0004098916,0.0002693013,0.0005598585,0.04833263,0.03110928,0.02433556,0.8726806],"study_design_scores_gemma":[0.00000763829,0.0001146729,0.000269662,0.0009121089,0.00004728472,0.0010314,0.00006341748,0.0002494479,0.01339568,0.00344725,0.9804231,0.00003823795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007631973,0.9825243,0.009306771,0.0008943775,0.001062851,0.00004019931,0.00004623921,0.000120212,0.005241838],"genre_scores_gemma":[0.00327605,0.9844071,0.006788574,0.001124016,0.0006006966,0.00005371646,0.00008827701,0.00003569899,0.003625895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002540636,"threshold_uncertainty_score":0.008884788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03359086068082769,"score_gpt":0.319666616379156,"score_spread":0.2860757556983283,"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."}}