{"id":"W4412988917","doi":"10.1016/j.ijpddr.2025.100604","title":"Surveillance of single nucleotide polymorphisms correlated to macrocyclic lactone resistance in Dirofilaria immitis from client-owned dogs across the United States","year":2025,"lang":"en","type":"article","venue":"International Journal for Parasitology Drugs and Drug Resistance","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Génome Québec","keywords":"Dirofilaria immitis; Single-nucleotide polymorphism; Genetics; Nucleotide; Resistance (ecology); Medicine; Biology; Gene; Helminths; Genotype; Immunology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003543023,0.0002000318,0.0004379234,0.0002610974,0.0001936135,0.00008252465,0.0003358661,0.00007770567,0.00002585736],"category_scores_gemma":[0.0003874721,0.0001500007,0.0001341166,0.0003792635,0.000273892,0.00007975783,0.00007709384,0.0002548046,0.00000568236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417744,"about_ca_system_score_gemma":0.0001303801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007788459,"about_ca_topic_score_gemma":0.004020243,"domain_scores_codex":[0.9980556,0.0001621864,0.0006102654,0.0003421216,0.0003991406,0.000430681],"domain_scores_gemma":[0.9977327,0.001146751,0.0002337092,0.0002349037,0.0004487887,0.0002031402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03466545,0.001591021,0.9174339,0.0001070405,0.002209784,0.0011136,0.00464996,0.0001422515,0.00836128,0.004100411,0.0218366,0.003788705],"study_design_scores_gemma":[0.009667374,0.0001413958,0.9395278,0.001059593,0.0001018507,0.00004227505,0.001445367,0.0002049746,0.004015241,0.008287725,0.0352396,0.0002668573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761611,0.003955619,0.0005375684,0.01669414,0.0007720197,0.0004519086,0.0006966492,0.00001627615,0.0007147028],"genre_scores_gemma":[0.9932249,0.0008542301,0.0005528884,0.0008818504,0.00007653502,0.0000499796,0.0002495174,0.00001586263,0.004094247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02499808,"threshold_uncertainty_score":0.6116853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030908520886877,"score_gpt":0.3496745506064234,"score_spread":0.3393654653975546,"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."}}