{"id":"W4380367831","doi":"10.1073/pnas.2219564120","title":"The global human day","year":2023,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"HORIZON EUROPE European Research Council; Faculty of Medicine and Health, University of Sydney; Natural Sciences and Engineering Research Council of Canada; Universitat Autònoma de Barcelona; Universitat de Barcelona; Université de Bordeaux; Weizmann Institute of Science; Data Science Institute, Columbia University; Government of Canada; McGill University","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003856441,0.0006892075,0.0002903601,0.001225205,0.0007884608,0.002882066,0.0004065663,0.000504681,0.01954841],"category_scores_gemma":[0.00152953,0.0001544435,0.0004270957,0.002996469,0.0005602983,0.002465382,0.002045003,0.001075082,0.006916145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135984,"about_ca_system_score_gemma":0.001102742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01961497,"about_ca_topic_score_gemma":0.01686898,"domain_scores_codex":[0.9996306,0.00005017616,0.00001596545,0.0001303607,0.0001131074,0.00005983445],"domain_scores_gemma":[0.9995311,0.00004637208,0.00005630405,0.00007314915,0.0001796884,0.0001133478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001912246,0.00005481084,0.07240736,0.0009366868,0.0001913909,0.000146229,0.002763916,0.00312036,0.002146913,0.0891808,0.5150309,0.3138293],"study_design_scores_gemma":[0.000004843087,0.00003830519,0.09178293,0.0001721563,0.00002011439,0.0001354116,0.001560001,0.0009582707,0.0003531441,0.008945556,0.8959982,0.0000309581],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1509961,0.02243908,0.03628145,0.0155004,0.005319281,0.0002348084,0.208619,0.001854921,0.5587549],"genre_scores_gemma":[0.7781851,0.01867901,0.02123252,0.004789067,0.001702765,0.0005139108,0.1073897,0.001024429,0.06648344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01961497,"threshold_uncertainty_score":0.06539595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03905144519153091,"score_gpt":0.3134157687102147,"score_spread":0.2743643235186838,"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."}}