{"id":"W2877095144","doi":"10.1016/j.esd.2018.06.004","title":"Development of renewable, densified biomass for household energy in China","year":2018,"lang":"en","type":"article","venue":"Energy Sustainable Development/Energy for sustainable development","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Common Fund; National Institutes of Health; National Development and Reform Commission; Wellcome Trust","keywords":"Briquette; Renewable energy; Biomass (ecology); Business; Stove; Production (economics); Environmental science; Coal; Waste management; Engineering; Economics","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":["metaepi_narrow","sts"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002202851,0.001412961,0.001316896,0.001281642,0.002051912,0.0001890638,0.001501878,0.0007125161,0.0003637653],"category_scores_gemma":[0.0003002397,0.001475327,0.0002711815,0.002383156,0.0006025592,0.001206524,0.001581394,0.0001908699,0.00001343646],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005136994,"about_ca_system_score_gemma":0.002428687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004689875,"about_ca_topic_score_gemma":0.006246305,"domain_scores_codex":[0.9895523,0.0001599004,0.002612137,0.002024227,0.001268088,0.004383337],"domain_scores_gemma":[0.9966975,0.0002390377,0.0009117618,0.001034332,0.0003582834,0.0007590741],"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":[0.01066427,0.01056094,0.01249964,0.00536831,0.003749888,0.002145006,0.05101532,0.1158988,0.02364022,0.3735169,0.1079897,0.2829511],"study_design_scores_gemma":[0.002814596,0.0002283293,0.007768646,0.00009425116,0.00003414427,0.00001295788,0.005126902,0.0003487261,0.2408887,0.003004982,0.7380679,0.001609926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6407805,0.0007026058,0.3219075,0.0003104098,0.0007286763,0.001867641,0.00001810845,0.0005320678,0.03315252],"genre_scores_gemma":[0.7707292,0.00006201738,0.1011521,0.0004835337,0.0001564802,0.002678746,0.0005723113,0.0002832433,0.1238824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6300782,"threshold_uncertainty_score":0.9998621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108115693112427,"score_gpt":0.2083277845586435,"score_spread":0.1972466276275192,"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."}}