{"id":"W4397031728","doi":"10.1016/j.csr.2024.105245","title":"Intense lateral intrusion of offshore sub-surface waters in Halifax Harbour","year":2024,"lang":"en","type":"article","venue":"Continental Shelf Research","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; Dalhousie University","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Alliance de recherche numérique du Canada; Marine Environmental Observation Prediction and Response Network; Ocean Frontier Institute; Natural Sciences and Engineering Research Council of Canada; Science, Technology and Innovation Commission of Shenzhen Municipality","keywords":"Harbour; Submarine pipeline; Oceanography; Geology; Intrusion; Geochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009335494,0.0001207038,0.0001895533,0.00009560699,0.00007584804,0.0001148652,0.0002830954,0.00007716406,0.0008861908],"category_scores_gemma":[0.00008564557,0.0000885893,0.00006572909,0.0009999962,0.0002937384,0.0002582799,0.00005991339,0.0003960613,0.0001767568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000084946,"about_ca_system_score_gemma":0.00009659751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00283888,"about_ca_topic_score_gemma":0.0006404637,"domain_scores_codex":[0.9983328,0.000125626,0.0002636811,0.0003157728,0.0004887831,0.0004733375],"domain_scores_gemma":[0.9994275,0.0001815799,0.00001989364,0.0001351404,0.00008910179,0.0001467867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001386748,0.00002344057,0.9737157,0.0002241069,0.00001783336,0.0001887257,0.000671246,0.00007034407,0.003490213,0.00005463644,0.002675088,0.01873],"study_design_scores_gemma":[0.0006354013,0.0004361232,0.9397587,0.0008110534,0.00001055018,0.00003925617,0.001705935,0.02537278,0.01765212,0.001249661,0.01196003,0.0003684403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936347,0.002831715,0.000007423275,0.0009595305,0.0002487261,0.0001657709,0.00004584598,0.00004385542,0.002062449],"genre_scores_gemma":[0.9985602,0.0005219239,0.00009743398,0.00003717069,0.00005842422,8.36821e-7,0.00006435827,0.00000630885,0.0006533214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03395704,"threshold_uncertainty_score":0.9703168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02414667931625305,"score_gpt":0.2794896019854228,"score_spread":0.2553429226691698,"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."}}