{"id":"W2063251530","doi":"10.1136/bmj.325.7361.408/a","title":"Drug resistant HIV increasing in North America","year":2002,"lang":"en","type":"article","venue":"BMJ","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Human immunodeficiency virus (HIV); Medicine; Data science; Virology; Computer science; Pharmacology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004037032,0.0001498423,0.0003099845,0.001136221,0.002363367,0.0009995026,0.0002917383,0.000717096,0.009255298],"category_scores_gemma":[0.001106045,0.0001787387,0.0002680606,0.002258785,0.0007287529,0.0008727987,0.0006660723,0.001203146,0.0005144601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002226093,"about_ca_system_score_gemma":0.002591465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2653114,"about_ca_topic_score_gemma":0.4299273,"domain_scores_codex":[0.9996008,0.00009501622,0.00001943492,0.00005800979,0.00009316716,0.000133591],"domain_scores_gemma":[0.9989365,0.0001134845,0.0002258569,0.00003953506,0.0002587125,0.0004258973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002035143,0.0002505084,0.7721802,0.0004823102,0.0001108686,0.002173266,0.007492195,0.0000527847,0.0009780695,0.003985968,0.09522747,0.1168628],"study_design_scores_gemma":[0.00003761797,0.00005431425,0.9132451,0.0002705827,0.00006450414,0.001831798,0.00637128,0.00004768595,0.00007428608,0.0006458093,0.07734253,0.00001460706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7380778,0.05555314,0.0003455348,0.06305766,0.00140512,0.0001344627,0.002683921,0.00009389248,0.1386485],"genre_scores_gemma":[0.9077874,0.03751418,0.0007888742,0.03506422,0.001409411,0.00009523478,0.001359634,0.00002917133,0.01595181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2653114,"threshold_uncertainty_score":0.5275341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03063747017275524,"score_gpt":0.3308698521686104,"score_spread":0.3002323819958551,"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."}}