{"id":"W1938555360","doi":"10.1002/gch2.1004","title":"Global Challenges – an innovative journal for tackling humanity's major challenges","year":2015,"lang":"en","type":"editorial","venue":"Global Challenges","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Political science; Food security; Poverty; Public relations; Business; Engineering ethics; Economic growth; Economics; Engineering; Geography","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":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01493106,0.001326935,0.002034703,0.0006271842,0.001283849,0.001965691,0.004977826,0.0023345,0.0001120777],"category_scores_gemma":[0.01430391,0.00107978,0.0005247549,0.001450529,0.0004694148,0.002245283,0.001328312,0.001599597,0.0003201356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002153048,"about_ca_system_score_gemma":0.00400062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002626227,"about_ca_topic_score_gemma":0.01340609,"domain_scores_codex":[0.9821382,0.001752631,0.002208797,0.002685059,0.009288131,0.001927188],"domain_scores_gemma":[0.9697216,0.002027115,0.001783912,0.001952916,0.02338263,0.001131884],"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":[0.001559514,0.0004105733,0.000003073201,0.0001854144,0.0003203673,0.0001156561,0.003061023,0.00002339601,8.92453e-7,0.02746766,0.8331852,0.1336673],"study_design_scores_gemma":[0.001743285,0.004449302,0.0001275068,0.0002361787,0.00006736227,0.00005751341,0.0336374,0.00008838045,0.00000224596,0.1817215,0.7769499,0.0009194329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005639486,0.1871983,0.000290451,0.01525042,0.706428,0.001508474,0.004491645,0.0002544245,0.08401439],"genre_scores_gemma":[0.01101106,0.03448431,0.0009968017,0.00005698729,0.9505506,0.0003817156,0.0005459242,0.0001379881,0.001834651],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2441226,"threshold_uncertainty_score":0.9999482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2302429035983614,"score_gpt":0.4893023227400488,"score_spread":0.2590594191416873,"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."}}