{"id":"W7133274802","doi":"","title":"Science response: 2022 oil vulnerability update","year":2023,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Vulnerability assessment; Government (linguistics); Oil spill; Habitat; Ecosystem services; Emergency management; Salt marsh","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":[0.007852898,0.001537451,0.0009458998,0.004678885,0.003152606,0.006897567,0.003033388,0.008689156,0.135697],"category_scores_gemma":[0.03243428,0.0006805537,0.001445131,0.003749747,0.0009960842,0.00442821,0.006066474,0.007772748,0.0804785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008863308,"about_ca_system_score_gemma":0.05217024,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1332056,"about_ca_topic_score_gemma":0.1756943,"domain_scores_codex":[0.9932748,0.0004648364,0.0003499512,0.0002725418,0.004458759,0.00117912],"domain_scores_gemma":[0.9650382,0.002257085,0.0008626583,0.0008479988,0.02526817,0.005725868],"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":[0.00001971821,0.000008231,0.0001684225,0.0001349112,0.000004228866,0.00002673712,0.00002357466,0.00003241155,0.00003968791,0.000472959,0.9828534,0.01621587],"study_design_scores_gemma":[0.000009890357,0.000005696598,0.0006184407,0.0001200711,0.000004129423,0.00001252657,0.00003622306,0.00002851398,0.0000440476,0.0004592157,0.9986547,0.000006530665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001760918,0.008284803,0.003077676,0.3934928,0.1050114,0.0008665181,0.1461451,0.008880824,0.33248],"genre_scores_gemma":[0.01600594,0.01702459,0.008461913,0.2996888,0.02518742,0.002341941,0.1946346,0.003369371,0.4332855],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8667944,"threshold_uncertainty_score":0.4539515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043487675845774,"score_gpt":0.255676011059342,"score_spread":0.2452411343008843,"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."}}