{"id":"W4226126209","doi":"10.1002/aah.10155","title":"A Perspective: Molecular Detections of New Agents in Finfish—Interpreting Biological Significance for Fish Health Management","year":2022,"lang":"en","type":"article","venue":"Journal of Aquatic Animal Health","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fish <Actinopterygii>; Biology; Perspective (graphical); Fishery; Zoology; Ecology; Computational biology; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"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":[0.02009336,0.001316335,0.0009120035,0.002626148,0.002819238,0.00784081,0.003323955,0.01903644,0.008209115],"category_scores_gemma":[0.02099839,0.0005347201,0.001324152,0.001374028,0.009383646,0.0105436,0.002414948,0.01638698,0.003029288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005475114,"about_ca_system_score_gemma":0.01479092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02835483,"about_ca_topic_score_gemma":0.05254198,"domain_scores_codex":[0.9923075,0.003621731,0.0006050967,0.0006906916,0.002372645,0.0004024022],"domain_scores_gemma":[0.961873,0.01462837,0.001797879,0.001029447,0.01790398,0.002767189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001225224,0.0002936801,0.007377791,0.002208256,0.0000826777,0.001493119,0.002261508,0.0009811261,0.008324343,0.05663293,0.7678124,0.1524096],"study_design_scores_gemma":[0.00002014075,0.00029734,0.004571687,0.002074168,0.00008868668,0.001240475,0.007752658,0.0007704929,0.002831622,0.04199622,0.9382221,0.0001345375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001397591,0.05852713,0.005458785,0.8922474,0.02767148,0.00006079731,0.00021092,0.0001340282,0.01429192],"genre_scores_gemma":[0.03957662,0.2427505,0.0511512,0.571861,0.0609607,0.0001003278,0.000281812,0.0001255101,0.03319226],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02835483,"threshold_uncertainty_score":0.1062651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06396360321073113,"score_gpt":0.3834197313977066,"score_spread":0.3194561281869755,"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."}}