{"id":"W4239159239","doi":"10.1002/gch2.202070042","title":"Masthead: (Global Challenges 4/2020)","year":2020,"lang":"en","type":"paratext","venue":"Global Challenges","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of South Australia; Monash University; University of Exeter; Global Institute for Water Security, University of Saskatchewan; National Taiwan University; Lunds Universitet; University of South Florida; Universitat de Girona","keywords":"Citation; Computer science; World Wide Web; Library science","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007154327,0.0009842206,0.00133654,0.00006012959,0.00067431,0.0002231961,0.002031272,0.001586944,0.004632168],"category_scores_gemma":[0.0002058569,0.001071127,0.0005604399,0.0004032271,0.0007904737,0.0003148582,0.0005319767,0.0006521643,0.03641353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003008302,"about_ca_system_score_gemma":0.001866265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008287421,"about_ca_topic_score_gemma":0.004865863,"domain_scores_codex":[0.9939672,0.0006372273,0.0007809315,0.001765661,0.001344927,0.001504054],"domain_scores_gemma":[0.997537,0.0001971396,0.0005406191,0.0006310478,0.0002008793,0.0008933675],"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":[0.00005091463,0.0001162017,0.00004147181,0.0002539874,0.0004873991,0.00009638142,0.007240789,0.00001089128,1.034233e-7,0.1614049,0.7194203,0.1108767],"study_design_scores_gemma":[0.0003571831,0.00008508219,0.001434896,0.0002105859,0.0000630592,0.00001445438,0.01411673,0.000001362952,2.759398e-7,0.00684577,0.9758384,0.001032155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0001229818,0.1533395,0.00000775935,0.1198063,0.005359829,0.0003961483,0.0006013692,0.0002782744,0.7200878],"genre_scores_gemma":[0.04674265,0.8500968,0.0006651949,0.001593129,0.01044423,0.0002379265,0.0003815796,0.0001271994,0.08971126],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6967574,"threshold_uncertainty_score":0.9997092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07989605058505073,"score_gpt":0.3364044393843713,"score_spread":0.2565083887993206,"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."}}