{"id":"W4409264457","doi":"10.1111/jfb.70037","title":"Testing non‐lethal techniques for endoparasite detection and sex determination in pumpkinseed sunfish (<scp><i>Lepomis gibbosus</i></scp>)","year":2025,"lang":"en","type":"article","venue":"Journal of Fish Biology","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Centre Hospitalier Universitaire Vaudois; Université de Montréal","keywords":"Lepomis; Biology; Centrarchidae; Perciformes; Micropterus; Parasite hosting; Snakehead; Sparidae; Zoology; Pathology; Bass (fish); Ecology; Fishery; Fish <Actinopterygii>","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":[0.0008148887,0.0005791895,0.0003080589,0.0007332126,0.0002476537,0.0002668689,0.0003874181,0.000612924,0.0007027769],"category_scores_gemma":[0.001410013,0.0002677918,0.0002434196,0.0002257131,0.0005480646,0.0004473011,0.0003507115,0.0003022449,0.000305937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003447983,"about_ca_system_score_gemma":0.0003162795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002673982,"about_ca_topic_score_gemma":0.008655074,"domain_scores_codex":[0.9992964,0.0001753013,0.00007415043,0.000181602,0.0002155057,0.00005705189],"domain_scores_gemma":[0.9983059,0.0005540328,0.0006296839,0.00008212856,0.0003006248,0.0001276754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002279956,0.0001077636,0.09515974,0.000273165,0.00001746354,0.0001158932,0.0001940304,0.0001080292,0.8924554,0.00002709016,0.00003226216,0.01128122],"study_design_scores_gemma":[0.00003883568,0.009298679,0.611952,0.00006213422,0.0001296349,0.001188411,0.0007380384,0.001357977,0.3743414,0.00007984197,0.0007599153,0.00005318343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952049,0.0005105319,0.003557021,0.00005345542,0.00001082544,0.00008417886,0.000136434,0.00003940188,0.0004032924],"genre_scores_gemma":[0.982101,0.0005660028,0.01615115,0.00007189562,0.000007375906,0.0001380569,0.0002321153,0.000008808847,0.0007235666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002673982,"threshold_uncertainty_score":0.005316854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423649380251666,"score_gpt":0.3221130697686443,"score_spread":0.3078765759661277,"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."}}