{"id":"W3000034061","doi":"10.1002/rcm.8725","title":"Protocol for community‐created public MS/MS reference spectra within the Global Natural Products Social Molecular Networking infrastructure","year":2020,"lang":"en","type":"article","venue":"Rapid Communications in Mass Spectrometry","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"IONICS Mass Spectrometry (Canada)","funders":"Office of Naval Research; National Science Foundation","keywords":"Workflow; Chemistry; Computational biology; Data mining; Computer science; Database; Biology","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":[0.01300257,0.002312579,0.001577185,0.005134362,0.004118066,0.002765347,0.004080566,0.003005067,0.1813688],"category_scores_gemma":[0.01720521,0.002794665,0.001583343,0.003204697,0.001328843,0.002901793,0.006357314,0.004829972,0.1225677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775054,"about_ca_system_score_gemma":0.005880388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609067,"about_ca_topic_score_gemma":0.003520296,"domain_scores_codex":[0.9908431,0.00261655,0.001626516,0.001865746,0.002194644,0.0008535818],"domain_scores_gemma":[0.9853204,0.002960006,0.0008241893,0.004430551,0.005431568,0.001033334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005055355,0.0007716045,0.002388213,0.005467559,0.0002479925,0.001925478,0.001259008,0.001240205,0.18178,0.0153801,0.6702018,0.1142827],"study_design_scores_gemma":[0.000904529,0.0006007721,0.002776346,0.0008138875,0.00008847219,0.001112547,0.0003373425,0.001787701,0.08597081,0.00812078,0.8972192,0.0002674818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.01434091,0.001634744,0.5585147,0.003440554,0.003542807,0.05837847,0.2239677,0.08137783,0.05480235],"genre_scores_gemma":[0.02142675,0.001525362,0.4374232,0.004495385,0.0005503452,0.1559256,0.3240717,0.01348574,0.04109583],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1813688,"threshold_uncertainty_score":0.6067392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05438848613787414,"score_gpt":0.3248337496950319,"score_spread":0.2704452635571578,"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."}}