{"id":"W3127799415","doi":"10.15273/pnsis.v51i1.10741","title":"Discerning Experts. The Practices of Scientific Assessment for Environmental Policy","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Environmental planning; Management science; Environmental resource management; Political science; Psychology; Environmental science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01842419,0.0005509558,0.0005015554,0.002473828,0.008478747,0.01238155,0.002117127,0.006625767,0.04011591],"category_scores_gemma":[0.06331138,0.0007629108,0.0003689438,0.002308568,0.007027603,0.006215346,0.003632273,0.005290349,0.01833136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01577663,"about_ca_system_score_gemma":0.0377315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4411965,"about_ca_topic_score_gemma":0.6066701,"domain_scores_codex":[0.9861383,0.004816168,0.0008672898,0.001162236,0.005639165,0.001376825],"domain_scores_gemma":[0.9362916,0.03096206,0.00312029,0.005416075,0.02003494,0.004175011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007430695,0.00002176967,0.0008147098,0.0002553923,0.000003374823,0.0001060534,0.002259969,0.0001550104,0.0004974459,0.1187887,0.7910697,0.08595363],"study_design_scores_gemma":[0.00001181881,0.000009955131,0.003212794,0.0009229127,0.000005130687,0.00004458513,0.001697946,0.0002232993,0.0001924406,0.01886971,0.974788,0.00002137737],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002544168,0.01414056,0.005479768,0.264775,0.008759765,0.0002371164,0.0008921166,0.0003347691,0.7028367],"genre_scores_gemma":[0.1187439,0.01201995,0.008818045,0.09602663,0.002327397,0.0005935173,0.0008164767,0.0004543682,0.7601998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9915212,"threshold_uncertainty_score":0.8772569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425349344206673,"score_gpt":0.3359879737871251,"score_spread":0.3017344803450584,"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."}}