{"id":"W2907705049","doi":"10.22621/cfn.v132i2.2187","title":"\"Guide to the Parasites of Fishes of Canada Part V: Nematoda\" by Hisao P. Arai and John W. Smith. Edited by Michael D.B. Burt and Donald F. McAlpine, 2016. [book review]","year":2019,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Law and economics; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0005353699,0.002440346,0.001295075,0.006173048,0.002426399,0.002061065,0.002105337,0.001366139,0.04159441],"category_scores_gemma":[0.001022889,0.000859061,0.0006240586,0.006506902,0.001804812,0.001837418,0.001389218,0.002784171,0.02686642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008669468,"about_ca_system_score_gemma":0.018219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7432048,"about_ca_topic_score_gemma":0.9073551,"domain_scores_codex":[0.9995832,0.00002575626,0.0000209468,0.00004330525,0.0002761037,0.00005072292],"domain_scores_gemma":[0.9991222,0.00007440949,0.00006147633,0.00002743598,0.0005696782,0.0001448562],"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":[0.00001063349,0.000008568797,0.0001838908,0.0002939754,0.000005591814,0.00004725503,0.0001306801,0.00008602191,0.0002673628,0.001131989,0.911939,0.08589493],"study_design_scores_gemma":[0.000001291117,0.000003344684,0.0006482179,0.0001891511,0.000004120172,0.000106939,0.00004652599,0.00001794647,0.00004707896,0.000381604,0.9985464,0.000007210523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0003770697,0.8860595,0.002050684,0.0182342,0.01163934,0.0001122835,0.004059125,0.0006060079,0.07686184],"genre_scores_gemma":[0.003208362,0.5863838,0.005250435,0.01074602,0.003257755,0.000102815,0.003885561,0.0003154697,0.3868498],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2567952,"threshold_uncertainty_score":0.5166149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00464946673732306,"score_gpt":0.2420564569940526,"score_spread":0.2374069902567295,"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."}}