{"id":"W4367323197","doi":"10.1002/ece3.10027","title":"Next‐generation matrices for marine metapopulations: The case of sea lice on salmon farms","year":2023,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Alberta; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Metapopulation; Archipelago; Habitat; Ecology; Marine protected area; Fishery; Biological dispersal; Biology; Context (archaeology); Geography; Population","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00334624,0.000466624,0.0005952127,0.002006456,0.0012877,0.001431906,0.001524178,0.001370657,0.003185591],"category_scores_gemma":[0.02012653,0.0004754222,0.001592441,0.00119273,0.00122264,0.002088006,0.001535053,0.00178096,0.0003707291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116776,"about_ca_system_score_gemma":0.0007159983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01969065,"about_ca_topic_score_gemma":0.02233913,"domain_scores_codex":[0.9987246,0.0007301019,0.0000767024,0.000209781,0.0001660068,0.00009287525],"domain_scores_gemma":[0.9881351,0.008550996,0.001373015,0.0007797793,0.0007440362,0.0004170731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004580412,0.00004139052,0.01763013,0.00008170788,0.0001358617,0.0007401504,0.0008748142,0.6054893,0.0009784782,0.3499773,0.001638088,0.02236691],"study_design_scores_gemma":[0.000007752887,0.00001008047,0.001562456,0.00001414537,0.0000107423,0.0001603468,0.00008854789,0.9081926,0.00007192489,0.08876901,0.001093348,0.00001894189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1260958,0.0004130486,0.8681808,0.0009266959,0.00005455562,0.00008331252,0.0004227426,0.0001631219,0.003659954],"genre_scores_gemma":[0.6522049,0.0004517494,0.3422097,0.0002290036,0.00009155947,0.0002991508,0.0006767878,0.0001093791,0.003727834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01969065,"threshold_uncertainty_score":0.03915209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946926306319277,"score_gpt":0.3316593954461164,"score_spread":0.2921901323829236,"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."}}