{"id":"W3015713350","doi":"10.1111/jfd.13157","title":"Introduction to the Invited Review Series initiative of the Journal of Fish Diseases: Health Management of Zebrafish in Research Facilities","year":2020,"lang":"en","type":"article","venue":"Journal of Fish Diseases","topic":"Forensic Entomology and Diptera Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Fish <Actinopterygii>; Originality; Engineering ethics; Aquaculture; Public relations; Political science; Biology; Sociology; Fishery; Social science; Engineering; Qualitative research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008429278,0.00009320978,0.0004117859,0.00003504647,0.0001342959,0.00001390237,0.0004053313,0.00002265901,0.0001028982],"category_scores_gemma":[0.001070592,0.00003013858,0.0001812376,0.0007236176,0.0003037906,0.0002122939,0.0001648975,0.0002225436,5.671127e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003725439,"about_ca_system_score_gemma":0.0000450773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003256214,"about_ca_topic_score_gemma":0.0001987344,"domain_scores_codex":[0.9977368,0.0007243637,0.0007297777,0.0000959216,0.0005429569,0.0001701739],"domain_scores_gemma":[0.9983192,0.0002787941,0.0006304403,0.0000670106,0.0005798091,0.0001247428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009753929,0.0003423249,0.03893839,0.001453409,0.0002376089,0.00002084222,0.002352173,0.00006534642,0.0001231183,0.000136431,0.9434041,0.01195087],"study_design_scores_gemma":[0.0003476241,0.00194491,0.9091172,0.002391563,0.0001330698,0.00002414103,0.01707607,0.000001113431,0.0002830897,0.0007336013,0.0678573,0.00009030105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6316985,0.008316914,7.37776e-7,0.3592654,0.0001635341,0.0002514516,0.0002667435,0.000002113876,0.00003449737],"genre_scores_gemma":[0.9703605,0.01782803,0.00001565854,0.01122346,0.000520259,0.000004983424,0.000007116912,0.00000106158,0.00003899838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8755468,"threshold_uncertainty_score":0.1281676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08291446527093338,"score_gpt":0.3201202785384505,"score_spread":0.2372058132675171,"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."}}