{"id":"W3127901475","doi":"10.26443/mjm.v7i2.784","title":"An Evaluation of Human Immunodeficiency Virus Pathogenicity and Treatment Using Glycobiology","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Glycobiology; Human immunodeficiency virus (HIV); Pathogenicity; Medicine; Virology; Immunology; Virus; Microbiology; Biology; Glycan; Glycoprotein; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001152658,0.0002805521,0.0002574923,0.0002803799,0.0003110796,0.0004713821,0.0002141943,0.00035599,0.002285124],"category_scores_gemma":[0.000594627,0.00007610843,0.0002435009,0.0002347796,0.0002859972,0.0002910502,0.0002056177,0.0003311577,0.0002966458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003499296,"about_ca_system_score_gemma":0.0004405815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00152309,"about_ca_topic_score_gemma":0.00179135,"domain_scores_codex":[0.9995913,0.0001482863,0.0000247689,0.00003250494,0.0001421222,0.00006099188],"domain_scores_gemma":[0.9997301,0.00005185061,0.00003605565,0.00003090021,0.0001004922,0.0000506535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01701957,0.003565114,0.03113162,0.0002713422,0.00008086381,0.0003385062,0.00009291944,0.0005105216,0.7737502,0.0008417047,0.001583893,0.1708137],"study_design_scores_gemma":[0.0006385501,0.06931548,0.1491227,0.0001179434,0.0002258624,0.001227625,0.0003991237,0.002419767,0.7603374,0.0005758491,0.01557541,0.00004430636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973975,0.004318022,0.002019753,0.0005284707,0.0001977046,0.0004709594,0.0004204621,0.0000511233,0.01801852],"genre_scores_gemma":[0.9873604,0.002283227,0.004438382,0.0004200022,0.00005850903,0.0001345814,0.0003347186,0.00001035893,0.00495984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002285124,"threshold_uncertainty_score":0.007644475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312232998828645,"score_gpt":0.3770404759579157,"score_spread":0.2458171760750512,"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."}}