{"id":"W4282930172","doi":"10.1111/jfb.15112","title":"A rapid classification tool for deformities in Atlantic salmon (<scp><i>Salmo salar</i></scp>) embryos","year":2022,"lang":"en","type":"article","venue":"Journal of Fish Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cargill (Canada); University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Salmo; Biology; Embryo; Fish <Actinopterygii>; Zoology; Salmonidae; Fishery; Anatomy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003122581,0.001095382,0.0007677846,0.00975149,0.000673444,0.001196213,0.001170081,0.0008892209,0.007872184],"category_scores_gemma":[0.009113189,0.0003884064,0.0009527276,0.002125813,0.0003541202,0.001497089,0.001405758,0.0006106968,0.00281449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005531766,"about_ca_system_score_gemma":0.001026997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002634838,"about_ca_topic_score_gemma":0.004194632,"domain_scores_codex":[0.9979967,0.0002211578,0.0004544415,0.0004848948,0.0006527987,0.0001899113],"domain_scores_gemma":[0.9909861,0.003463401,0.001547451,0.000614871,0.002970441,0.0004177114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001106983,0.00040817,0.173604,0.001210297,0.0002200835,0.001194205,0.001183587,0.002731962,0.1026961,0.002060966,0.04266128,0.6709225],"study_design_scores_gemma":[0.0002323564,0.001077018,0.6508346,0.0006292827,0.0003678991,0.005401873,0.001393225,0.1088514,0.1462217,0.003057466,0.08130888,0.0006244815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3477167,0.0009671794,0.5536342,0.0006226163,0.000466024,0.00288255,0.03238732,0.04894708,0.01237631],"genre_scores_gemma":[0.2405129,0.0002972875,0.731441,0.0002280241,0.00009465277,0.002399047,0.0172276,0.001149,0.006650405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00975149,"threshold_uncertainty_score":0.02633512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818795833538252,"score_gpt":0.2353403382937305,"score_spread":0.217152379958348,"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."}}