{"id":"W4392523906","doi":"10.2139/ssrn.4741005","title":"The Open Spraybot: A High-Throughput Paper Spray Mass Spectrometry Platform for Disease Screening","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Throughput; Mass spectrometry; Computer science; Chemistry; Chromatography; Operating system","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":[0.001463132,0.001481131,0.001504026,0.001695884,0.0006248596,0.001817849,0.002267712,0.002069244,0.02269421],"category_scores_gemma":[0.001645529,0.0009700513,0.000898362,0.0009381982,0.0005036756,0.001502464,0.001993895,0.001997448,0.01643709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005149185,"about_ca_system_score_gemma":0.0008021352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005751711,"about_ca_topic_score_gemma":0.0009585324,"domain_scores_codex":[0.9986355,0.0001226531,0.00005112636,0.0002765988,0.000828282,0.00008591198],"domain_scores_gemma":[0.9993621,0.0002150019,0.0000608718,0.0001087694,0.0001409094,0.0001123584],"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":[0.0004975663,0.0001348769,0.0005288913,0.0003741113,0.0001406848,0.0001987557,0.00009316782,0.0003984649,0.9148998,0.001557256,0.02832095,0.05285552],"study_design_scores_gemma":[0.0002465377,0.0005123056,0.003513582,0.00005571958,0.00009808989,0.001213637,0.00005882282,0.01702356,0.8511689,0.003458124,0.122507,0.0001436526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06604927,0.006426586,0.7864177,0.001645265,0.001553969,0.001533715,0.02619481,0.09034927,0.0198295],"genre_scores_gemma":[0.1411489,0.00450395,0.7357412,0.002241646,0.0006514635,0.002312768,0.03647799,0.01089548,0.06602651],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02269421,"threshold_uncertainty_score":0.07591969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01794200839592958,"score_gpt":0.2957698998024387,"score_spread":0.2778278914065092,"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."}}