{"id":"W2323975711","doi":"10.5751/es-06789-190347","title":"Reflection on the development process of a sustainability assessment tool: learning from a Flemish case","year":2014,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flemish; Sustainability; Reflection (computer programming); Process (computing); Geography; Ecology; Environmental resource management; Process management; Engineering; Computer science; Environmental science; Biology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04335888,0.00183223,0.0008407022,0.001505738,0.005081032,0.005982691,0.003628171,0.005419998,0.003805007],"category_scores_gemma":[0.07008565,0.001017993,0.001038319,0.000969225,0.007469681,0.009763072,0.01357139,0.008061877,0.001349416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008211541,"about_ca_system_score_gemma":0.006617129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004034244,"about_ca_topic_score_gemma":0.00748685,"domain_scores_codex":[0.972416,0.0211369,0.000737095,0.001396001,0.002462052,0.001851851],"domain_scores_gemma":[0.9396908,0.04219709,0.002385332,0.005228523,0.006100873,0.004397342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004502131,0.002412734,0.005535918,0.0007845539,0.00007803509,0.00843407,0.6416924,0.00468546,0.006388134,0.01864471,0.04249725,0.2683965],"study_design_scores_gemma":[0.0003103011,0.001941826,0.006921771,0.006274732,0.0001537092,0.006503431,0.4760218,0.00805692,0.01700556,0.04310859,0.4331905,0.0005108719],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6857197,0.003942076,0.1257693,0.08826447,0.001316895,0.001092958,0.0002198553,0.0005872337,0.09308748],"genre_scores_gemma":[0.9074817,0.003320007,0.06604148,0.004532252,0.0001196602,0.0005910935,0.0002533694,0.0003453896,0.017315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04335888,"threshold_uncertainty_score":0.2293064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231042011334311,"score_gpt":0.2985253463619699,"score_spread":0.2862149262486268,"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."}}