{"id":"W2968895817","doi":"","title":"Consequence Assessments and Collaboration to Streamline Project Siting","year":2019,"lang":"en","type":"article","venue":"2019 Spring Meeting and 15th Global Congress on Process Safety","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Environmental planning; Environmental resource management; Computer science; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0006461669,0.0002003283,0.0002131351,0.00006966003,0.0001544907,0.000390132,0.0003164443,0.00007728754,0.00000156099],"category_scores_gemma":[0.0002958368,0.0001882087,0.00001634321,0.0004175076,0.0000244717,0.0005865171,0.0002123711,0.0001493934,0.000008951457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006441922,"about_ca_system_score_gemma":0.0001377991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002053673,"about_ca_topic_score_gemma":0.00001513857,"domain_scores_codex":[0.9985692,0.00006386375,0.0002477108,0.0005526233,0.0002803675,0.0002862449],"domain_scores_gemma":[0.9990162,0.0002333474,0.0001690062,0.0002926519,0.0001823249,0.0001064272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001130064,0.0003589053,0.5918563,0.002533069,0.0002879295,0.000230539,0.001979409,0.03103998,0.003617617,0.1263779,0.001197793,0.2393905],"study_design_scores_gemma":[0.01103518,0.008693794,0.1911416,0.01708962,0.0002865243,0.0009651424,0.002858493,0.5911169,0.04153038,0.008065111,0.1176705,0.009546799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939581,0.0003877361,0.0531167,0.0008835729,0.0007249158,0.000772351,0.00003425798,0.0007780347,0.003721457],"genre_scores_gemma":[0.9528651,0.00009017287,0.04665093,0.0002544673,0.0000335076,0.00001727728,0.000002645406,0.00001040426,0.00007550173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.560077,"threshold_uncertainty_score":0.7674929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146350438708458,"score_gpt":0.3254314410027873,"score_spread":0.3139679366157027,"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."}}