{"id":"W1910954385","doi":"","title":"Development Outreach 10 (1) : climate change - low carbon economies and resilient societies","year":2008,"lang":"en","type":"article","venue":"Development Outreach","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Outreach; Livelihood; Political science; Political economy of climate change; Climate change mitigation; Indigenous; Economic growth; Economy; Geography; Economics; Agriculture; Oceanography; Archaeology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008471241,0.0004994099,0.0007867708,0.0004086778,0.001025995,0.0001428272,0.0003956042,0.0002388998,0.0003421402],"category_scores_gemma":[0.00004738554,0.0005769654,0.0001100733,0.0002585511,0.0001939558,0.0003753478,0.0004688342,0.000303018,0.0005445944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006009134,"about_ca_system_score_gemma":0.0001869089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001286135,"about_ca_topic_score_gemma":0.000173291,"domain_scores_codex":[0.9971873,0.00003824466,0.001105107,0.000650131,0.0001314127,0.0008878492],"domain_scores_gemma":[0.9988149,0.00007781092,0.0003874142,0.0004061545,0.00005729754,0.0002563701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001167909,0.0007264789,0.7497025,0.0003178239,0.0005287175,0.0000485408,0.1864765,0.000003730361,0.00002389331,0.007000136,0.006979112,0.04807582],"study_design_scores_gemma":[0.001362633,0.00005018864,0.6659123,0.0001007784,0.00001039519,0.00002192449,0.002073367,0.0001054968,0.0005210878,0.0007264523,0.3277715,0.001343969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268636,0.002044427,0.00001020621,0.0005731741,0.0003472119,0.0004478622,0.00002656436,0.0001694956,0.06951743],"genre_scores_gemma":[0.9822315,0.002347525,0.00554847,0.0004385276,0.0001418097,0.000158209,0.0001845759,0.00007559573,0.008873819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3207923,"threshold_uncertainty_score":0.9996682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09085189769462043,"score_gpt":0.2379747316398337,"score_spread":0.1471228339452133,"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."}}