{"id":"W7066333155","doi":"","title":"How do pipe leak monitors work, and which Toronto beach is now safe for swimming?","year":2022,"lang":"en","type":"other","venue":"Internet Archive (Internet Archive)","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leak; Fish <Actinopterygii>; Water pipe; Leak detection; Marine safety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002676094,0.000811888,0.000818187,0.000222129,0.0001224638,0.0006173557,0.001659873,0.0001776816,0.04099417],"category_scores_gemma":[0.00008304385,0.0007258145,0.0002874073,0.0001013405,0.0004187891,0.000134195,0.001557445,0.0004934635,0.0002928906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184746,"about_ca_system_score_gemma":0.00008526385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01011608,"about_ca_topic_score_gemma":0.03805257,"domain_scores_codex":[0.9962518,0.0002079028,0.000576988,0.001579701,0.0005054903,0.0008781605],"domain_scores_gemma":[0.9977677,0.0003269821,0.0004922473,0.001018046,0.00005462402,0.0003403835],"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":[0.0002548885,0.0001392106,0.0002617306,0.0002288163,0.0001201642,0.000006579226,0.002856878,0.000001137918,0.004159357,0.001992913,0.9883103,0.001668062],"study_design_scores_gemma":[0.0006596743,0.0005057157,0.0001218919,0.0003407305,0.0001120507,0.00001988107,0.000388257,0.0003038468,0.002023055,0.0008447094,0.993855,0.0008251894],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004617867,0.005642258,0.02176886,0.002661483,0.002022799,0.003561551,0.004212192,0.0005100478,0.955003],"genre_scores_gemma":[0.03115854,0.0003518485,0.006833152,0.0003663385,0.000831592,0.001295207,0.000583465,0.0005387875,0.9580411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04070129,"threshold_uncertainty_score":0.9995193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277766900076456,"score_gpt":0.234135288250944,"score_spread":0.2213576192501794,"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."}}