{"id":"W2611139682","doi":"10.1126/science.aak9521","title":"A climate policy pathway for near- and long-term benefits","year":2017,"lang":"en","type":"article","venue":"Science","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Robertson Foundation","keywords":"Term (time); Environmental science; Natural resource economics; Economics; Physics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007305613,0.0001017629,0.0002019876,0.0001451883,0.001411948,0.0008583696,0.0005492971,0.00004629827,0.00003091457],"category_scores_gemma":[0.000363138,0.0001163662,0.00004880651,0.00007902789,0.0006084536,0.0006983407,0.000291112,0.00004662303,0.0001643988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006569015,"about_ca_system_score_gemma":0.00004428433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001267792,"about_ca_topic_score_gemma":0.00015064,"domain_scores_codex":[0.9987974,0.000001168725,0.0002415868,0.0004289597,0.00002004648,0.000510804],"domain_scores_gemma":[0.9990033,0.00002590564,0.0002812641,0.0005245258,0.00002302447,0.0001419853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001315544,0.00002651432,0.355886,0.00005763214,0.000004642248,8.666798e-7,0.0006452061,0.000006662478,0.00007370325,0.6232086,0.00002473758,0.02005226],"study_design_scores_gemma":[0.000542068,0.0000660273,0.9617735,0.00002592306,0.000001828445,0.000008737223,0.0000188661,0.002715805,0.000414941,0.02962988,0.004522616,0.0002797841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98685,0.0005788986,0.00006825905,0.002028058,0.0003782941,0.0001901934,0.0005624195,0.00001898902,0.009324937],"genre_scores_gemma":[0.9978363,0.0007647102,0.0004757273,0.0004667297,0.0002147524,0.00002766399,0.000003922649,0.00001261747,0.0001975632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6058875,"threshold_uncertainty_score":0.9998881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1368708217460274,"score_gpt":0.3134637390143952,"score_spread":0.1765929172683678,"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."}}