{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003634719,0.000770055,0.0005230882,0.001505734,0.004719382,0.008398928,0.001394511,0.002446094,0.07760356],"category_scores_gemma":[0.01357674,0.0007138022,0.0004986164,0.00165515,0.002701986,0.005572601,0.001782834,0.00142517,0.04537556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01076813,"about_ca_system_score_gemma":0.01370237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4594195,"about_ca_topic_score_gemma":0.780805,"domain_scores_codex":[0.9978504,0.000402858,0.00006940653,0.000218432,0.0009331048,0.0005258818],"domain_scores_gemma":[0.9922022,0.0005056745,0.0004585669,0.0002432754,0.004387696,0.00220262],"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":[0.00006499493,0.00005345736,0.01596826,0.0003203743,0.00001963936,0.00008444082,0.001950437,0.0001224929,0.0003564091,0.002012302,0.8074078,0.1716394],"study_design_scores_gemma":[0.00003703517,0.000105356,0.04657416,0.00132674,0.00007279888,0.0001875991,0.01721392,0.0003060008,0.0009690997,0.002100191,0.9310037,0.0001034266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02485741,0.02633085,0.006288948,0.3625246,0.009321929,0.0003119783,0.006683222,0.003753922,0.5599272],"genre_scores_gemma":[0.1969089,0.04213505,0.009170988,0.02890835,0.001584509,0.0002653344,0.003537981,0.00216417,0.7153246],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5405805,"threshold_uncertainty_score":0.9134908,"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."}}