{"id":"W7084274549","doi":"","title":"Preface","year":2020,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Anna University; University of Waterloo; University of California, Irvine; Universität Salzburg; Aalborg Universitet; Dalhousie University; Oulun Yliopisto; Technische Universiteit Eindhoven; Università degli Studi di Padova; University of Twente; University of Wollongong","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001493512,0.0001220258,0.0001682645,0.0001088554,0.0001446073,0.00008526191,0.0005087327,0.0001057596,0.005604142],"category_scores_gemma":[0.001174545,0.0001137105,0.0000712292,0.0006500849,0.0001497818,0.0001691718,0.0001789838,0.0006032299,0.00345245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002772543,"about_ca_system_score_gemma":0.0001419894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002622805,"about_ca_topic_score_gemma":0.00001989368,"domain_scores_codex":[0.9971501,0.0006303809,0.0002704127,0.0004357503,0.0009119183,0.0006014521],"domain_scores_gemma":[0.9985876,0.000215992,0.00003988052,0.0004895176,0.0002217471,0.0004452756],"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":[0.0005191489,0.0004455941,0.01705333,0.0002894829,0.0003372605,0.001124835,0.01132068,0.0009479085,0.288757,0.2114763,0.3740047,0.09372382],"study_design_scores_gemma":[0.0006979733,0.0002455509,0.008329065,0.00001497673,0.000008530319,0.0000215365,0.0009426593,0.001783349,0.09918673,0.003954566,0.8844716,0.0003434565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3400577,0.0005903236,0.002476527,0.01429851,0.0002982504,0.0007538049,0.00003056311,0.0007567238,0.6407376],"genre_scores_gemma":[0.9856821,0.00003233138,0.007081136,0.0002908105,0.000488547,0.00006312571,0.00003934387,0.00005313907,0.006269476],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6456243,"threshold_uncertainty_score":0.9973235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2352753391523034,"score_gpt":0.4458608330896949,"score_spread":0.2105854939373914,"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."}}