{"id":"W2981637144","doi":"10.1080/14615517.2019.1677089","title":"Gearing up impact assessment as a vehicle for achieving the UN sustainable development goals","year":2019,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Manitoba","funders":"Edith Cowan University","keywords":"Sustainable development; Sustainability; Process management; Suite; Impact assessment; Key (lock); Environmental planning; Environmental impact assessment; Business; Environmental economics; Computer science; Political science; Economics; Environmental science; Public administration; Computer security","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001573298,0.0005843388,0.0005209133,0.00009707939,0.0009917991,0.0005575226,0.0005155652,0.0001752575,0.001700538],"category_scores_gemma":[0.00005354867,0.0003864474,0.000293073,0.0004088313,0.0001941135,0.00107988,0.0007705671,0.0004678328,0.0001166271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472658,"about_ca_system_score_gemma":0.0004722339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652644,"about_ca_topic_score_gemma":0.00002726571,"domain_scores_codex":[0.9963859,0.0002280623,0.0005242807,0.0006830667,0.0008514788,0.001327269],"domain_scores_gemma":[0.9983479,0.0005596441,0.0003023324,0.0004711028,0.00002291116,0.000296078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001716618,0.000358786,0.9625237,0.00006877915,0.0003661402,0.00001136702,0.004771549,0.0003081683,0.01045667,0.0006747217,0.001126602,0.01916183],"study_design_scores_gemma":[0.002134528,0.001015869,0.9791215,0.00003370776,0.00008133826,0.00002252953,0.006055062,0.001753224,0.0006876632,0.0004033113,0.008021831,0.0006694304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807732,0.00006217329,0.0006875542,0.0003298808,0.0003018183,0.002576858,0.00001639042,0.00008608268,0.01516611],"genre_scores_gemma":[0.9935604,0.00004033987,0.002980704,0.0002116378,0.0001161334,0.000328494,0.00006618466,0.00007419862,0.002621882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0184924,"threshold_uncertainty_score":0.9998587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01577373604498751,"score_gpt":0.3870695943414034,"score_spread":0.3712958582964159,"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."}}