{"id":"W4385580093","doi":"10.1080/14615517.2023.2243019","title":"Moving to next generation community-based environmental assessment","year":2023,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University; University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; University of Manitoba","keywords":"Sustainability; Environmental planning; Work (physics); Globe; Environmental impact assessment; Community engagement; Resource (disambiguation); Environmental resource management; Business; Computer science; Process management; Political science; Public relations; Environmental science; Engineering; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027322,0.0005014227,0.0004209649,0.002882923,0.00289094,0.006750675,0.003153615,0.003064485,0.0110281],"category_scores_gemma":[0.03121683,0.0003290554,0.0006465437,0.001642155,0.002861703,0.009122878,0.01248491,0.00339056,0.001490917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004758961,"about_ca_system_score_gemma":0.01478569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007267882,"about_ca_topic_score_gemma":0.01818519,"domain_scores_codex":[0.9858795,0.009785711,0.0003522442,0.0008363695,0.002333031,0.0008131752],"domain_scores_gemma":[0.967823,0.01528921,0.001341732,0.002775873,0.009223945,0.003546267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000674216,0.0009540064,0.01444531,0.001158034,0.00008685087,0.0007001073,0.03492137,0.003808296,0.002739449,0.1234503,0.02372386,0.7939451],"study_design_scores_gemma":[0.00005085024,0.0003776362,0.0117069,0.003753408,0.00005132517,0.0005255194,0.08547898,0.0121944,0.002334372,0.2929491,0.590422,0.0001554825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1657395,0.00816298,0.3674472,0.1085069,0.00168514,0.003217239,0.000428797,0.001208858,0.3436035],"genre_scores_gemma":[0.7236019,0.004239992,0.2404259,0.008885426,0.0002108023,0.002153162,0.0004159441,0.0001849453,0.01988181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.027322,"threshold_uncertainty_score":0.1444942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07754093535579859,"score_gpt":0.414326000481572,"score_spread":0.3367850651257734,"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."}}