{"id":"W4220706885","doi":"10.1007/s00267-022-01622-x","title":"Assessing the Cumulative Social Effects of Projects: Lessons from Canadian Hydroelectric Development","year":2022,"lang":"en","type":"article","venue":"Environmental Management","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Cumulative effects; Livelihood; Social impact assessment; Hydroelectricity; Environmental resource management; Environmental planning; Environmental impact assessment; Impact assessment; Resource (disambiguation); Conceptual framework; Political science; Geography; Sociology; Economics; Engineering; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004823464,0.001126604,0.0006073763,0.002339262,0.002023173,0.002368113,0.001727966,0.0008259215,0.002717149],"category_scores_gemma":[0.01895899,0.0002292025,0.0006308787,0.005615617,0.00160989,0.001760874,0.001895005,0.001201023,0.0001292121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02867011,"about_ca_system_score_gemma":0.03192623,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9592846,"about_ca_topic_score_gemma":0.9859989,"domain_scores_codex":[0.9979581,0.0006688554,0.00007014189,0.0001378238,0.0008062606,0.0003588664],"domain_scores_gemma":[0.9902065,0.004617687,0.0005669448,0.0003999161,0.003698132,0.0005107396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003853384,0.0004359961,0.3746801,0.0006035944,0.0006733148,0.0008448273,0.005783889,0.1864932,0.0009776616,0.03633008,0.01108131,0.3817107],"study_design_scores_gemma":[0.0001083282,0.0005185207,0.6378325,0.0006856585,0.0008921552,0.0002737939,0.02514745,0.205653,0.002185401,0.07788657,0.04856682,0.0002497772],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8853627,0.003589845,0.01571641,0.00962463,0.00005735223,0.0003443079,0.002329662,0.000133234,0.08284186],"genre_scores_gemma":[0.9859129,0.002241713,0.008056864,0.0001557385,0.00001708184,0.00004273472,0.0003676241,0.00001879927,0.003186764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0407154,"threshold_uncertainty_score":0.2080172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438857053533841,"score_gpt":0.2707855986762477,"score_spread":0.2563970281409093,"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."}}