{"id":"W3205050915","doi":"10.20944/preprints202108.0365.v1","title":"Concern for <em>Dirofilaria immitis</em> and Macrocyclic Lactone Loss of Efficacy: Current Situation in the USA and Europe, and Future Scenarios","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Dirofilaria immitis; Resistance (ecology); Medicine; Biology; Veterinary medicine; Helminths; Immunology; Ecology","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":[0.003863832,0.0002510302,0.0002732034,0.0006622794,0.0004999082,0.00242424,0.0006789235,0.002038635,0.006523887],"category_scores_gemma":[0.005354205,0.0001595797,0.0003426351,0.0006408542,0.001067185,0.00211372,0.0007443278,0.001756154,0.001025067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059153,"about_ca_system_score_gemma":0.002996088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01249035,"about_ca_topic_score_gemma":0.01150865,"domain_scores_codex":[0.9981611,0.000510005,0.0001583906,0.0002579997,0.0006431948,0.0002693282],"domain_scores_gemma":[0.9938778,0.001328019,0.001310034,0.0001170262,0.002253578,0.001113539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005079812,0.0004132098,0.1159738,0.0008593097,0.00008683344,0.001692486,0.0006387568,0.0009529874,0.002669581,0.01020545,0.123729,0.7422706],"study_design_scores_gemma":[0.0001275784,0.001309534,0.2245982,0.003119443,0.0002046695,0.01248422,0.006654027,0.006458638,0.005402566,0.01369914,0.7257808,0.0001611823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1381796,0.1343755,0.00798186,0.6606765,0.001896806,0.00009366225,0.001008761,0.0005216409,0.0552657],"genre_scores_gemma":[0.7465875,0.1118112,0.01013956,0.1128289,0.003119017,0.00007019922,0.001521804,0.0001164865,0.01380546],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01249035,"threshold_uncertainty_score":0.02483535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08083313266224636,"score_gpt":0.3802619905452154,"score_spread":0.299428857882969,"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."}}