{"id":"W4237964981","doi":"10.1063/5.0014255.1","title":"10.1063/5.0014255.1","year":2020,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Breakup; Viscosity; Mechanics; Contrast (vision); Filtration (mathematics); Work (physics); Thermodynamics; Physics; Mathematics; Optics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001033152,0.0005962179,0.0005489314,0.0001098698,0.0001332798,0.0004386167,0.00140711,0.0005476602,0.0249087],"category_scores_gemma":[0.0005878755,0.0005568797,0.0002377693,0.0006232933,0.0003994868,0.0007487002,0.001229873,0.0006236142,0.2609798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002299486,"about_ca_system_score_gemma":0.00002391289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001297715,"about_ca_topic_score_gemma":0.0001183169,"domain_scores_codex":[0.9970133,0.00003621868,0.0005365398,0.001003137,0.0008463827,0.0005644143],"domain_scores_gemma":[0.9982656,0.0001236496,0.0002957018,0.001090539,0.00001048404,0.0002140283],"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":[0.0000312515,0.0000836137,0.00001499891,0.00003976806,0.00002877691,0.00009637181,0.00001001499,0.00001914257,0.00005041177,0.000005655505,0.9923928,0.007227216],"study_design_scores_gemma":[0.0002349902,0.0002886162,0.00007992099,0.00002135119,0.00003089413,0.00002772627,0.00002519372,0.0000276986,0.0001794742,0.0002243326,0.998221,0.0006388045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001282555,0.00004503513,0.00002392323,0.0001458485,0.0002169123,0.000449913,0.9601873,0.0005376382,0.03826521],"genre_scores_gemma":[0.001125057,0.00004713119,0.00008455353,0.0004566904,0.0001425104,0.00007926003,0.9918029,0.00004943486,0.006212456],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2360711,"threshold_uncertainty_score":0.9996883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167204775132927,"score_gpt":0.2326869521274292,"score_spread":0.2210149043760999,"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."}}