{"id":"W3130233179","doi":"10.20944/preprints202102.0591.v1","title":"Living With Legacy Risk – the Limits of Practicalities?","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"Health and Safety Executive","keywords":"Risk analysis (engineering); Set (abstract data type); Legacy system; Hazard; Law and economics; Business; Computer science; Actuarial science; Economics; Software","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01068489,0.0003950925,0.001021041,0.0002724966,0.0003331967,0.0003945404,0.002692465,0.0003202278,0.004009044],"category_scores_gemma":[0.02283883,0.0002304715,0.0006895455,0.00102763,0.0004530147,0.0005374477,0.003667955,0.00173043,0.0007643165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006670057,"about_ca_system_score_gemma":0.0006505374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00146805,"about_ca_topic_score_gemma":0.0005015671,"domain_scores_codex":[0.9916199,0.002265746,0.00147253,0.001544697,0.0026882,0.000408964],"domain_scores_gemma":[0.983842,0.007840272,0.002063721,0.004735231,0.001346037,0.0001727316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005449459,0.0002112452,0.9755654,0.00003504227,0.000601373,0.00002145504,0.006286582,0.009116427,0.0001387849,0.0008587202,0.00009544032,0.00701504],"study_design_scores_gemma":[0.0001512706,0.00002581025,0.9628917,0.0003086611,0.0005203628,0.00001860583,0.01416082,0.001452211,0.002666586,0.01146464,0.005917836,0.00042147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961461,0.0004311553,0.004335735,0.003125102,0.0003915069,0.000335058,0.00002456147,0.00005291739,0.02984294],"genre_scores_gemma":[0.9932173,0.001601679,0.0009388396,0.000122383,0.0001545718,0.0000543479,0.000006559367,0.00002937715,0.003874922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0317563,"threshold_uncertainty_score":0.9969015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2801107581786277,"score_gpt":0.4342490728136645,"score_spread":0.1541383146350368,"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."}}