{"id":"W4415000432","doi":"10.3389/faquc.2025.1647026","title":"Modeling dynamics of adult female lice at salmon farming sites in Eastern Canada: a stochastic, state-based approach","year":2025,"lang":"en","type":"article","venue":"Frontiers in Aquaculture","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cooke Aquaculture (Canada); Beatrice Hunter Cancer Research Institute; University of Prince Edward Island; Dalhousie University","funders":"","keywords":"Infestation; Fish farming; Agriculture; Stocking; Aquaculture; Proxy (statistics)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007357429,0.0007251771,0.0006325443,0.000897959,0.0009239769,0.001250966,0.001718836,0.0009579216,0.001832431],"category_scores_gemma":[0.001819063,0.000769975,0.0008711499,0.0007639622,0.0008618031,0.0005249865,0.0007787183,0.000720496,0.0001559376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007054814,"about_ca_system_score_gemma":0.007510215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8688047,"about_ca_topic_score_gemma":0.8186544,"domain_scores_codex":[0.9997184,0.00004917349,0.00001640975,0.00008964723,0.00003230897,0.00009399673],"domain_scores_gemma":[0.9990889,0.0003896813,0.0001855074,0.00002901237,0.0002121632,0.00009477241],"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":[0.00002901399,0.00002620384,0.02453234,0.00001379099,0.00004501655,0.00003852306,0.00004762151,0.9725302,0.0001889091,0.0007396897,0.0001781341,0.001630535],"study_design_scores_gemma":[0.000007319738,0.0000103292,0.003922164,0.000003746165,0.00001404551,0.000006904645,0.0000338991,0.9955618,0.0000310113,0.0002625521,0.0001407162,0.000005471815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698911,0.0002387182,0.02471532,0.0004201749,0.00001663112,0.00007872271,0.002076705,0.0001802292,0.002382514],"genre_scores_gemma":[0.9934583,0.0001490578,0.003095879,0.00003695218,0.000008561927,0.00004775569,0.0008146744,0.00001135024,0.002377484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1311953,"threshold_uncertainty_score":0.2639359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008706614796229986,"score_gpt":0.2544156124414981,"score_spread":0.2457089976452681,"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."}}