{"id":"W4391340400","doi":"10.2139/ssrn.4710800","title":"Genotyping USA Laboratory-Maintained Isolates and European Clinical Isolates of Dirofilaria Immitis to Assess Macrocyclic Lactone Susceptibility or Resistance at Predictive Snp Sites Using Droplet Digital Pcr","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Dirofilaria immitis; Genotyping; SNP; Biology; Genotype; Veterinary medicine; Genetics; Single-nucleotide polymorphism; Medicine; Zoology; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009767142,0.0003471758,0.0003078088,0.0008417579,0.0003002171,0.0004439948,0.0003245673,0.0006580615,0.001577298],"category_scores_gemma":[0.001845553,0.0002269178,0.000353746,0.0008495908,0.0003255612,0.000185706,0.0003257869,0.0004046095,0.0007174959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003413321,"about_ca_system_score_gemma":0.0002783864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002432021,"about_ca_topic_score_gemma":0.007154015,"domain_scores_codex":[0.9983327,0.0004113667,0.0001554235,0.0005315049,0.0004163616,0.0001526049],"domain_scores_gemma":[0.9991676,0.0002838929,0.0001351243,0.0001210264,0.000251456,0.00004103055],"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":[0.0008860899,0.0004459221,0.1962784,0.0001393871,0.0001766231,0.0002437757,0.001470798,0.000784989,0.7527826,0.0007135869,0.001998164,0.04407972],"study_design_scores_gemma":[0.0001522855,0.001880949,0.5350508,0.00006061976,0.0003539606,0.001605653,0.0009503584,0.005120947,0.4318606,0.0004710519,0.02244595,0.00004693696],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732257,0.0002527255,0.01500521,0.0001865458,0.00007504642,0.0002466866,0.00557026,0.0001462093,0.005291505],"genre_scores_gemma":[0.9538757,0.0002072801,0.03250021,0.0003743718,0.00002804592,0.0002726845,0.008825867,0.00007053461,0.003845213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002432021,"threshold_uncertainty_score":0.005276561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04932873305093617,"score_gpt":0.3786034568749859,"score_spread":0.3292747238240498,"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."}}