{"id":"W4378215903","doi":"10.1139/facets-2022-0191","title":"Climate change, species thermal emergence, and conservation design: a case study in the Canadian Northwest Atlantic","year":2023,"lang":"en","type":"article","venue":"FACETS","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; Dalhousie University","funders":"Fisheries and Oceans Canada","keywords":"Climate change; Marine protected area; Habitat; Biodiversity; Environmental science; Geography; Fishery; Ecology; Environmental resource management; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009266964,0.0002602862,0.0001969304,0.0006996104,0.004194903,0.001209701,0.001130891,0.0006954021,0.001396487],"category_scores_gemma":[0.002492046,0.0001679515,0.0003748694,0.001521305,0.001181783,0.0004415615,0.0007993486,0.0008077437,0.00006217624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03270609,"about_ca_system_score_gemma":0.01743459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9811723,"about_ca_topic_score_gemma":0.9963021,"domain_scores_codex":[0.9993419,0.0001641431,0.000017295,0.00006528728,0.0001201192,0.000291237],"domain_scores_gemma":[0.9987191,0.0003558343,0.0001517411,0.00005754044,0.0003214742,0.0003942855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000176118,0.0004753768,0.9349297,0.00008080646,0.0001138106,0.0035289,0.007088779,0.02083061,0.001407356,0.003362227,0.003161509,0.02484478],"study_design_scores_gemma":[0.00004596687,0.0001880052,0.9103223,0.00006727778,0.0000871095,0.000469828,0.04401644,0.0359837,0.0004373064,0.0008756198,0.007451039,0.0000554799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967618,0.00008933882,0.0002365798,0.0003794133,0.000004065435,0.00003250343,0.000194931,0.000004873375,0.002296425],"genre_scores_gemma":[0.9978917,0.0001397276,0.0008051878,0.00006983221,0.000002175871,0.00001344921,0.0001322317,0.000003311846,0.0009424144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03270609,"threshold_uncertainty_score":0.2373005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08299892981239176,"score_gpt":0.2619208155855748,"score_spread":0.1789218857731831,"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."}}