{"id":"W2078847741","doi":"10.3152/146155110x12772982841122","title":"Illustrating integrated sustainability and resilience based assessments: a small-scale biodiesel project in Barbados","year":2010,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"McGill University","keywords":"Sustainability; Resilience (materials science); Scale (ratio); Suite; Environmental resource management; Alliance; Environmental planning; Business; Energy security; Environmental economics; Environmental science; Engineering; Political science; Economics; Renewable energy; Ecology; Geography","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.001318385,0.0005245756,0.0004750316,0.0001880757,0.0003598832,0.0003347076,0.0003022804,0.0002685512,0.0003090743],"category_scores_gemma":[0.0001955564,0.0004225213,0.0001007835,0.0007323442,0.000836045,0.000874037,0.0003643707,0.0009712916,0.000004698464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005763329,"about_ca_system_score_gemma":0.0005310703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01227648,"about_ca_topic_score_gemma":0.004691954,"domain_scores_codex":[0.9968821,0.0003402652,0.0005345793,0.0008265459,0.0005295236,0.0008869538],"domain_scores_gemma":[0.9987459,0.0003833066,0.0002112068,0.0003803318,0.00002466162,0.0002545939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001022823,0.0004567402,0.9651488,0.00004504357,0.00002045708,0.00001822386,0.001059884,0.00004132403,0.01539793,0.00004659606,0.0001595169,0.01750318],"study_design_scores_gemma":[0.001792017,0.0007727941,0.9732526,0.00003703675,0.00003464846,0.00002027914,0.005122346,0.01696345,0.0004352408,0.0002550444,0.0006829559,0.0006316194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917939,0.00001528258,0.000617842,0.00028958,0.0001804869,0.001477772,0.00004769886,0.00008506497,0.00549237],"genre_scores_gemma":[0.9884222,0.00002357165,0.0110005,0.0001080389,0.00005010899,0.0001940975,0.00005140624,0.00003521242,0.0001149203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01692213,"threshold_uncertainty_score":0.9998227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773143409660302,"score_gpt":0.3877461965714771,"score_spread":0.3700147624748741,"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."}}