{"id":"W4402059355","doi":"10.1061/9780784485583.025","title":"The Heartland of Alberta’s Approach to Leak Detection","year":2024,"lang":"en","type":"article","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leak detection; Leak; Computer science; Environmental science; Environmental engineering","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":[0.004782336,0.001131417,0.0003086019,0.00386401,0.009007514,0.008806,0.002918968,0.002873956,0.01213625],"category_scores_gemma":[0.004643891,0.000640762,0.0004449182,0.002587897,0.005092872,0.001713765,0.004075439,0.00388394,0.002197925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04268681,"about_ca_system_score_gemma":0.1207308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9092209,"about_ca_topic_score_gemma":0.9602308,"domain_scores_codex":[0.9930665,0.0006718074,0.0001013432,0.0007599751,0.004239184,0.001161132],"domain_scores_gemma":[0.9924804,0.0005403032,0.000180626,0.0003333836,0.004664283,0.001800973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001900934,0.0003191539,0.02226017,0.0003234696,0.00004936531,0.000975339,0.005280219,0.00278384,0.006393795,0.1032102,0.3173783,0.540836],"study_design_scores_gemma":[0.00002054744,0.00009705809,0.02256285,0.0004166695,0.00002990631,0.0003977022,0.007757801,0.002291951,0.001908921,0.01497912,0.9494449,0.00009257736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0315398,0.01662136,0.0693273,0.1314632,0.005232462,0.0006884625,0.001330473,0.002817035,0.74098],"genre_scores_gemma":[0.3032317,0.01519569,0.09400389,0.02842939,0.0008742093,0.0002110435,0.001236381,0.0006580374,0.5561596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09077907,"threshold_uncertainty_score":0.3097159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08909735765786833,"score_gpt":0.4823828747108779,"score_spread":0.3932855170530095,"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."}}