{"id":"W4232349663","doi":"10.1002/9781118445112.stat07776","title":"Standards, Environmental","year":2014,"lang":"en","type":"other","venue":"Wiley StatsRef: Statistics Reference Online","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Set (abstract data type); Computer science; Field (mathematics); Risk analysis (engineering); Sampling (signal processing); Environmental resource management; Environmental planning; Management science; Operations research; Engineering; Environmental science; Business; Mathematics; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003652686,0.0008631628,0.0007847421,0.0001260855,0.0001606584,0.00007009153,0.0006999205,0.000499232,0.1368255],"category_scores_gemma":[0.0001465783,0.0008014569,0.0001012392,0.0001449688,0.001142101,0.0001068297,0.0006392304,0.0007328139,0.0031919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422324,"about_ca_system_score_gemma":0.00008173335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009387144,"about_ca_topic_score_gemma":0.00183491,"domain_scores_codex":[0.9954782,0.0002142533,0.0006416604,0.001096231,0.001607444,0.0009622455],"domain_scores_gemma":[0.9977232,0.00009635673,0.0004810558,0.001143989,0.000008358657,0.0005469925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004295946,0.0005701575,0.006819202,0.0001007305,0.00006312259,0.0000615801,0.00008471384,0.0000418056,0.0001255659,0.0005096745,0.9548517,0.03672875],"study_design_scores_gemma":[0.0006241721,0.000313904,0.005654281,0.0000969102,0.00009163666,0.000009585684,0.0001337009,0.0003015265,0.00001560918,0.002185655,0.9896129,0.0009600869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002604278,0.00125649,0.06161427,0.000156492,0.0008477963,0.00222044,0.2018924,0.0007715867,0.7286362],"genre_scores_gemma":[0.01299142,0.004257445,0.07758763,0.0007037888,0.000406458,0.00006742599,0.01471143,0.00136085,0.8879135],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.187181,"threshold_uncertainty_score":0.9994437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057531816552239,"score_gpt":0.2734359309223688,"score_spread":0.2628606127568465,"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."}}