{"id":"W3015048382","doi":"10.17504/protocols.io.y9pfz5n","title":"STAGE (STop And Go Extraction) C18 tips for Desalting and Clean Up v1","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stage (stratigraphy); Extraction (chemistry); Chemistry; Chromatography; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001165453,0.0001809465,0.0001839992,0.0000541065,0.00005623675,0.0001413073,0.00005896909,0.0001859254,0.00006827911],"category_scores_gemma":[0.00001960721,0.0001787739,0.00002792791,0.00001684492,0.00001072354,0.0001140992,0.00009550527,0.0002244868,0.000004895569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002809679,"about_ca_system_score_gemma":0.000011762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002507783,"about_ca_topic_score_gemma":0.00002154567,"domain_scores_codex":[0.9993402,0.000005026202,0.0001742341,0.0002598225,0.0000650643,0.0001556873],"domain_scores_gemma":[0.9996457,0.0000614044,0.00005358073,0.0001559881,0.00003174011,0.00005158981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002975943,0.0000113875,0.0009284805,0.007287881,0.00009343435,0.000001098869,0.0007246233,0.8509533,0.00009899156,0.0009790773,0.001635829,0.1372562],"study_design_scores_gemma":[0.0005238581,0.00002551865,0.002188831,0.0001761116,0.00004794479,0.000006573925,0.000222387,0.9598902,0.004993715,0.0005403687,0.03084287,0.0005416206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1864614,0.0006374471,0.8029807,0.00005293686,0.001129952,0.0007219217,0.00003412175,0.0004676866,0.007513868],"genre_scores_gemma":[0.9577148,0.0008285444,0.031446,0.0000329078,0.0001519213,0.00005077886,0.00007268807,0.00007384562,0.009628514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7715346,"threshold_uncertainty_score":0.729019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989407977955121,"score_gpt":0.2507087552629455,"score_spread":0.2308146754833943,"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."}}