{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001032702,0.00288321,0.002077574,0.003109728,0.001084216,0.003285132,0.003849373,0.003757173,0.2335257],"category_scores_gemma":[0.003102785,0.0008072401,0.001321044,0.007734934,0.0005978429,0.00222068,0.002799126,0.002224925,0.478012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510554,"about_ca_system_score_gemma":0.00157833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01551493,"about_ca_topic_score_gemma":0.01637117,"domain_scores_codex":[0.9989661,0.0001335908,0.00008741867,0.0002562384,0.0003582621,0.0001984673],"domain_scores_gemma":[0.999105,0.0001705957,0.00004527614,0.0003823683,0.0002116112,0.0000850998],"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":[0.00006143176,0.00003688007,0.0008223811,0.0009424911,0.000034021,0.00004389401,0.00002904082,0.00117232,0.000269934,0.001100359,0.9802597,0.01522741],"study_design_scores_gemma":[0.0000937386,0.00001792951,0.001431153,0.0002897671,0.00001192567,0.00005423953,0.00005317746,0.00181458,0.0006257419,0.003060576,0.9925171,0.00002998241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001562801,0.0001464,0.0004069964,0.0001075768,0.00005434635,0.00002467278,0.9918189,0.003390319,0.003894635],"genre_scores_gemma":[0.0004989455,0.0001643669,0.0006357661,0.00005809481,0.000007291243,0.00007556699,0.9970441,0.0002235807,0.001292144],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7664743,"threshold_uncertainty_score":0.7812213,"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."}}