{"id":"W4413630592","doi":"10.1007/978-3-031-93498-8_10","title":"Conclusion","year":2025,"lang":"en","type":"book-chapter","venue":"Energy, climate and the environment","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002918276,0.0004306094,0.0003106469,0.001007695,0.002236312,0.005783349,0.001605724,0.002230752,0.2942179],"category_scores_gemma":[0.01209575,0.0001510339,0.0005480196,0.0008666138,0.001236668,0.003133952,0.002348133,0.002060559,0.09184491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003167904,"about_ca_system_score_gemma":0.004356343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009624385,"about_ca_topic_score_gemma":0.01127983,"domain_scores_codex":[0.9974809,0.000431308,0.00006999772,0.0004849356,0.001117717,0.0004150053],"domain_scores_gemma":[0.9959154,0.0007310577,0.0001383039,0.0003956491,0.002257474,0.0005621468],"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":[0.0001416396,0.00005560619,0.002592773,0.0003584162,0.00002349042,0.0002138481,0.001562691,0.0001978987,0.0004590632,0.1929251,0.6712047,0.1302648],"study_design_scores_gemma":[0.00001218985,0.00001194726,0.001588304,0.000281709,0.00001079846,0.00008693237,0.002102766,0.00005406692,0.0003191186,0.01758614,0.9779395,0.000006482529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003309523,0.00149187,0.004192168,0.04743155,0.00570626,0.00011807,0.001585736,0.0003752401,0.9357897],"genre_scores_gemma":[0.06279179,0.001982172,0.004279693,0.05140255,0.001669231,0.0002045877,0.002489506,0.0005314146,0.8746491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7057822,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339014022245953,"score_gpt":0.2373499065701491,"score_spread":0.2239597663476896,"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."}}