{"id":"W4317553818","doi":"10.1016/b978-0-323-91240-2.00003-8","title":"Biotechnology in modern aquaculture","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Aquaculture; Biotechnology; Biology; Genetically modified organism; Fish farming; Fish <Actinopterygii>; Biodiversity; Fishery; Ecology; Gene; Genetics","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":[0.0002471473,0.0008619968,0.0003936517,0.0007378592,0.0005992153,0.001507965,0.0004626865,0.001112322,0.05389388],"category_scores_gemma":[0.0002064036,0.0002731247,0.0002435408,0.0009933647,0.0008669284,0.001897744,0.001229552,0.001639975,0.02754096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008473505,"about_ca_system_score_gemma":0.0006362419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009807186,"about_ca_topic_score_gemma":0.002280787,"domain_scores_codex":[0.999895,0.00001245255,0.000005457754,0.00002571427,0.00005015613,0.00001118455],"domain_scores_gemma":[0.9999528,0.00001586794,0.00000441983,0.000008669435,0.00001108272,0.000007133724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000281193,0.00006095709,0.000129939,0.000488945,0.000008447406,0.000127956,0.0003282814,0.0005890882,0.008452391,0.1053175,0.1113104,0.7731581],"study_design_scores_gemma":[0.000002958538,0.00001589904,0.000236609,0.0001757174,0.000002581706,0.0001474775,0.00004858184,0.0001356832,0.0004842897,0.01734191,0.9814046,0.000003734586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0019133,0.1191427,0.009042433,0.002437159,0.002517504,0.00004246761,0.00009705844,0.0002589207,0.8645484],"genre_scores_gemma":[0.006205369,0.04413654,0.003927562,0.0008940602,0.0005205092,0.00005330736,0.0001085021,0.00007136143,0.9440828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05389388,"threshold_uncertainty_score":0.180293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343675839466811,"score_gpt":0.233402468274264,"score_spread":0.2199657098795959,"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."}}