{"id":"W7066328154","doi":"","title":"The Influence of Aquaculture on Marine Microbiota and Pathogen Communities in a British Columbia Coastal Ecosystem","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; David Suzuki Foundation","keywords":"Aquaculture; Biological dispersal; Mariculture; Fishing; Marine ecosystem; Biosecurity","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0002202424,0.000293091,0.0002110957,0.0008907766,0.002163016,0.001259748,0.0004577104,0.0002738606,0.001100832],"category_scores_gemma":[0.0005612179,0.0002310643,0.0001600608,0.001630449,0.0007455414,0.0001991111,0.000845859,0.0003756339,0.0001829849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00943669,"about_ca_system_score_gemma":0.009322261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.941515,"about_ca_topic_score_gemma":0.9863209,"domain_scores_codex":[0.9996991,0.00002549919,0.00001190713,0.00006056857,0.00009711034,0.0001058466],"domain_scores_gemma":[0.99949,0.00004439712,0.00007589989,0.00001653162,0.0002155991,0.000157559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001710646,0.00008464023,0.9546309,0.000100345,0.00005868422,0.0004753906,0.0037592,0.000368679,0.01262789,0.0001589843,0.001783588,0.02578061],"study_design_scores_gemma":[0.000001168112,0.0000221185,0.9964148,0.000019123,0.000007905893,0.00002206121,0.002744398,0.00008285704,0.0001135159,0.00001135255,0.0005559786,0.00000467041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974844,0.0002146786,0.00003094055,0.0001083422,0.000002249351,0.00001450935,0.0003955569,0.000003486193,0.00174576],"genre_scores_gemma":[0.9958157,0.0007030305,0.0003419768,0.0001187001,0.000002248919,0.00002815574,0.0004980749,0.000002754598,0.002489394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05848497,"threshold_uncertainty_score":0.1176587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005707146416963345,"score_gpt":0.2393601799647445,"score_spread":0.2336530335477812,"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."}}