{"id":"W6893627349","doi":"10.5281/zenodo.3445877","title":"Socio-Economic Determinism and Climate Change","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Government (linguistics); Global warming; Climate resilience; Psychological resilience; Resilience (materials science); Political economy of climate change","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007671737,0.0001085082,0.0001076851,0.00003913181,0.003715612,0.000940031,0.0008994276,0.00004805595,0.02113257],"category_scores_gemma":[0.0003270695,0.000115799,0.00003114822,0.00003604601,0.0004403912,0.0006052199,0.002977838,0.0001271321,0.0206644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613192,"about_ca_system_score_gemma":0.000001003512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001662529,"about_ca_topic_score_gemma":0.00000353156,"domain_scores_codex":[0.9988335,0.0001439041,0.0001491175,0.0003583575,0.0001756054,0.0003394519],"domain_scores_gemma":[0.9989985,0.00001829924,0.0001379335,0.0006328559,0.00001562954,0.0001968304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008345267,0.0001240781,0.005280228,0.00008287153,0.00002436336,0.0000289497,0.005230554,0.00001243869,0.004549585,0.002795054,0.05745029,0.9243381],"study_design_scores_gemma":[0.0004235168,0.0001112726,0.20453,0.00001070808,0.00000740209,0.00003640301,0.0001164852,0.0006101251,0.0001526934,0.0003080526,0.7935056,0.0001876909],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8213804,0.00002224951,0.0002211106,0.005918543,0.0001617726,0.0006160698,0.0002889128,0.0005609386,0.17083],"genre_scores_gemma":[0.9985009,0.0001118152,0.000106709,0.0004865192,0.00009102015,4.530296e-8,0.00005618065,0.000433509,0.0002132411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9241505,"threshold_uncertainty_score":0.9975814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08587272791079242,"score_gpt":0.3141002300337065,"score_spread":0.2282275021229141,"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."}}