{"id":"W3164575740","doi":"10.1101/2021.05.24.445481","title":"Bycatch mitigation could prevent strong changes in the ecological strategies of seabird communities across the globe","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"","keywords":"Bycatch; Seabird; Guild; Foraging; Albatross; Ecology; Pelagic zone; Fishery; Fishing; Ecosystem; Geography; Population; Reproductive success; Habitat; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004673412,0.0002868147,0.000276857,0.0005199344,0.0003647225,0.0005325112,0.0002960669,0.0002673852,0.00186899],"category_scores_gemma":[0.001143168,0.00008069793,0.000450768,0.0005720527,0.0002953038,0.0005288258,0.0006989424,0.0002971126,0.000208349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003876028,"about_ca_system_score_gemma":0.0005526535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01822334,"about_ca_topic_score_gemma":0.04411291,"domain_scores_codex":[0.9997627,0.00005438165,0.0000135044,0.00006601212,0.00003150708,0.0000719244],"domain_scores_gemma":[0.9991556,0.00007763196,0.0003591283,0.00009686788,0.0001914583,0.000119303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001543086,0.0001018415,0.9318973,0.000208251,0.0006558926,0.0001457124,0.0003193826,0.002943142,0.02372989,0.000479089,0.001898908,0.03746627],"study_design_scores_gemma":[0.000002880557,0.00004320846,0.9966959,0.00002495254,0.00006364645,0.00002349351,0.0003598007,0.0009538117,0.0006604587,0.0001804915,0.000986257,0.000005040361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969765,0.0002210282,0.0008758958,0.0003164359,0.00001797346,0.000009491016,0.0006013534,0.00003694847,0.000944331],"genre_scores_gemma":[0.9988526,0.00009175937,0.0004181463,0.0000977368,0.000006290099,0.000006517828,0.0003589008,0.000003998863,0.0001639627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01822334,"threshold_uncertainty_score":0.03623456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306049444145726,"score_gpt":0.2594079864225575,"score_spread":0.2363474919811002,"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."}}