{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004364888,0.0001196174,0.0001870295,0.00001808734,0.0009544241,0.00002302739,0.0002094946,0.000116469,0.0005235328],"category_scores_gemma":[0.000009727128,0.00008084629,0.00006962221,0.000006741093,0.000640233,0.00001670325,0.0005516579,0.0001132013,0.00003250084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006478171,"about_ca_system_score_gemma":0.00001581431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003392491,"about_ca_topic_score_gemma":0.0002367307,"domain_scores_codex":[0.9992614,0.00007886859,0.000147978,0.0001505489,0.0002156499,0.0001454951],"domain_scores_gemma":[0.9993317,0.0002171476,0.0001023684,0.000305163,0.000004663206,0.00003896303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001095347,0.000004176024,0.000002440189,0.00000414879,0.00002740812,5.414553e-7,0.0009314987,0.000001187315,7.160854e-7,0.969336,0.001338907,0.02834201],"study_design_scores_gemma":[0.0002452805,0.000007578059,0.0000101563,0.00004296569,0.00005470043,7.726325e-8,0.0003324946,0.00001063664,0.000001671786,0.04258494,0.9566233,0.0000861572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001271207,0.00946256,0.0000234823,0.007050461,0.0001715031,0.0001183,0.000008719547,0.00001497364,0.9831373],"genre_scores_gemma":[0.007852091,0.4255437,0.00002368199,0.0006370412,0.0001292712,0.00002578922,0.00002141341,0.000008081825,0.5657589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9552844,"threshold_uncertainty_score":0.7340755,"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."}}