{"id":"W2734202823","doi":"10.22079/jmsr.2017.26148","title":"Special Issue: State of the Art Reviews in Membrane Science and Research","year":2017,"lang":"en","type":"article","venue":"Journal of membrane science and research","topic":"Lipid Membrane Structure and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"State (computer science); Psychology; Engineering ethics; Chemistry; Political science; Engineering; Computer science","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":[0.004000057,0.00319529,0.00461618,0.008080132,0.001459764,0.008076945,0.003423352,0.007282432,0.04028338],"category_scores_gemma":[0.009544918,0.0009279043,0.001560835,0.006359128,0.001464031,0.006165166,0.003440022,0.00420069,0.02670772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002092525,"about_ca_system_score_gemma":0.003778724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006091003,"about_ca_topic_score_gemma":0.001596779,"domain_scores_codex":[0.996978,0.0004150902,0.0004637764,0.0003935158,0.001304447,0.0004451251],"domain_scores_gemma":[0.9871043,0.00344011,0.001501261,0.0004727294,0.00407825,0.00340331],"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":[0.0001039152,0.00003621574,0.00005995875,0.002229799,0.00002873666,0.00006236799,0.00001645827,0.00003840757,0.00061163,0.0005118795,0.9479253,0.04837532],"study_design_scores_gemma":[0.00002550786,0.00006506769,0.0003978451,0.001037409,0.00005850256,0.000264581,0.00003758043,0.00006411091,0.0002512278,0.0009497451,0.9968264,0.00002205051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002730252,0.4214497,0.0004559072,0.01858919,0.5514697,0.0001086307,0.0004110302,0.000280072,0.006962718],"genre_scores_gemma":[0.001760607,0.3582808,0.0007561516,0.01439711,0.6003447,0.0001324182,0.0009090085,0.000170613,0.02324867],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04028338,"threshold_uncertainty_score":0.1347613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06719892954090623,"score_gpt":0.4211748211877304,"score_spread":0.3539758916468241,"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."}}