{"id":"W4385515780","doi":"10.1126/science.adi2206","title":"Methods for assessing social and cultural losses","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Damages; Compensation (psychology); Psychology; Political science; Social psychology; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01923986,0.002738088,0.001343676,0.01219943,0.001503808,0.005243516,0.002483846,0.002038873,0.0148392],"category_scores_gemma":[0.04893123,0.0006893799,0.001638168,0.007202317,0.002065073,0.004990493,0.003231059,0.002007485,0.003446692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002679355,"about_ca_system_score_gemma":0.003906289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008561337,"about_ca_topic_score_gemma":0.01318985,"domain_scores_codex":[0.9818171,0.008112208,0.001128525,0.001230748,0.007344389,0.0003670786],"domain_scores_gemma":[0.9666488,0.01609308,0.005361156,0.004357239,0.00696282,0.0005769027],"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":[0.0003259415,0.000683164,0.06941823,0.002221695,0.001089548,0.0001990521,0.001736474,0.03401453,0.00385678,0.1492103,0.02327541,0.7139688],"study_design_scores_gemma":[0.0002241151,0.001071975,0.1140652,0.003031393,0.0008685153,0.001495478,0.009265908,0.1741153,0.01080985,0.5251273,0.1590894,0.0008355179],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01474986,0.003734309,0.921244,0.0008833577,0.0003676035,0.002885588,0.00370457,0.0006347262,0.05179601],"genre_scores_gemma":[0.1838999,0.005890995,0.7736106,0.0004321019,0.0002655361,0.009959203,0.003027685,0.0003165698,0.02259734],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01923986,"threshold_uncertainty_score":0.1017513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0761278273843572,"score_gpt":0.4719054852897615,"score_spread":0.3957776579054043,"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."}}