{"id":"W4315784175","doi":"10.3389/fsoc.2022.1056277","title":"Imposing calculations: The visibility and invisibility of harm in the Mackenzie Gas Project environmental assessment","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sociology","topic":"Mining and Resource Management","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Harm; Invisibility; Indigenous; Environmental ethics; Scope (computer science); Ethnography; Sociology; Work (physics); Settlement (finance); Environmental impact assessment; Political science; Law; Ecology; Economics; Engineering; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001215519,0.00008218517,0.0001500775,0.00008313769,0.00005558003,0.000006342278,0.0001375435,0.00007066991,0.000004450256],"category_scores_gemma":[0.00002484909,0.00005270192,0.00003283835,0.0001370326,0.0003779189,0.0000203646,0.00006701263,0.0002197907,7.690285e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124872,"about_ca_system_score_gemma":0.000008519391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005139216,"about_ca_topic_score_gemma":0.000009884974,"domain_scores_codex":[0.9990902,0.0002642363,0.0002257656,0.0001549275,0.00008592914,0.000178946],"domain_scores_gemma":[0.9995984,0.0001425133,0.00002899436,0.0002188919,0.000001918871,0.000009269827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001301751,0.00006431252,0.9257934,0.0001051336,0.00006415167,0.000007432337,0.04483263,0.01352284,0.0002823234,0.0002926572,0.006251608,0.008770486],"study_design_scores_gemma":[0.0003543136,0.00003532513,0.8334154,0.00001309861,0.00001370387,0.000001134583,0.03723947,0.1252439,0.00001936475,0.001771162,0.001802836,0.00009020648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973492,0.0004870461,0.0007623293,0.0003243145,0.0001799837,0.0003692902,0.00001150041,0.00002926369,0.0004870687],"genre_scores_gemma":[0.9989394,0.0001820872,0.0007214401,0.00004787,0.00001925288,0.00005052348,0.00002043378,0.000007292333,0.00001170125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1117211,"threshold_uncertainty_score":0.2149122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725703499800132,"score_gpt":0.2759721562128398,"score_spread":0.2587151212148385,"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."}}