{"id":"W3201543878","doi":"10.21203/rs.3.rs-864621/v1","title":"The Use of Molecular Markers to Investigate Possible Resistance to Heartworm Preventives in Dirofilaria Immitis Samples from Heartworm Positive Dogs in Europe","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Génome Québec; Compute Canada","keywords":"Dirofilaria immitis; Biology; Genotype; Veterinary medicine; SNP; Single-nucleotide polymorphism; Genetics; Helminths; Medicine; Immunology; Gene","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":[0.0007662515,0.0002281468,0.000280764,0.001591315,0.0002674696,0.0006766378,0.0002192691,0.0004208961,0.0004844755],"category_scores_gemma":[0.001012797,0.0001098791,0.0002240142,0.0008467848,0.0002565621,0.0001536069,0.0002603415,0.00020695,0.0001526536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657647,"about_ca_system_score_gemma":0.0001654059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00252188,"about_ca_topic_score_gemma":0.002357755,"domain_scores_codex":[0.9992914,0.0001431241,0.0001000075,0.000235024,0.0001467615,0.00008354432],"domain_scores_gemma":[0.9992769,0.000159524,0.0002835311,0.0000382644,0.0001666387,0.00007510721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003992677,0.0001315068,0.9370872,0.00004670078,0.00009638138,0.0002769138,0.0003070414,0.0002454563,0.05568634,0.00005914019,0.0001294998,0.005534591],"study_design_scores_gemma":[0.000009605377,0.0002422007,0.9913194,0.00001307333,0.00004261879,0.0006956122,0.000300351,0.000310621,0.006412548,0.0000177157,0.0006325623,0.00000369842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987501,0.0001133926,0.0002569146,0.00001016388,0.000003181743,0.00001198572,0.0004709119,0.000003461217,0.0003797447],"genre_scores_gemma":[0.9980162,0.00005633029,0.0007164087,0.00002741481,0.00000393916,0.00000964046,0.00102397,0.000002485921,0.0001435428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00252188,"threshold_uncertainty_score":0.00501436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08079043359620909,"score_gpt":0.3986510745361174,"score_spread":0.3178606409399083,"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."}}