{"id":"W7058121610","doi":"","title":"Managing renewal of asbestos cement water mains","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mains electricity; Asbestos cement; Asbestos; Cement; Welding","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001090841,0.00006362287,0.00009446083,0.00004109819,0.00003579701,0.000003757802,0.00008244519,0.00002165917,0.001803136],"category_scores_gemma":[0.000001069256,0.00004819639,0.00003933227,0.00003682584,0.00002895476,0.00006210576,0.00005582367,0.00006959495,0.00009079879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007083669,"about_ca_system_score_gemma":0.000004533583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001234136,"about_ca_topic_score_gemma":0.000001322885,"domain_scores_codex":[0.9994904,0.00001253874,0.0001068325,0.00007954404,0.00006162538,0.0002490695],"domain_scores_gemma":[0.9997508,0.000009059971,0.00002005048,0.0001725179,0.0000135568,0.00003400808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002521851,0.0002316069,0.4217586,0.00002017835,0.0001172503,0.000001061357,0.002204774,0.000005637285,0.3598011,0.1825164,0.0005217819,0.03281908],"study_design_scores_gemma":[0.0004857403,0.00004960661,0.0006618085,0.00002330149,0.00005236052,0.000003807492,0.009872012,0.00004539868,0.9064265,0.07061462,0.01153043,0.0002343869],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942641,0.00001148645,0.0005228924,0.0003948475,0.0001581551,0.00004315588,0.000002178108,0.00003243896,0.05619381],"genre_scores_gemma":[0.9984007,6.213039e-7,0.001032179,0.0000209268,0.0001769711,0.00000895933,0.000009513097,0.000008567187,0.0003415927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5466254,"threshold_uncertainty_score":0.9991093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763271106902499,"score_gpt":0.2453254703658759,"score_spread":0.227692759296851,"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."}}