{"id":"W4403114336","doi":"10.1001/jamanetworkopen.2024.37861","title":"Infective Endocarditis Among Women Who Inject Drugs","year":2024,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; St. Joseph's Hospital; Lawson Health Research Institute; University of Saskatchewan","funders":"","keywords":"Infective endocarditis; Endocarditis; Medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009872369,0.0002842908,0.0006340021,0.0001426289,0.0001676098,0.0007860081,0.0002682522,0.0001178431,0.001155805],"category_scores_gemma":[0.0001262508,0.0002486225,0.0002308881,0.0006744975,0.00009810047,0.000685463,0.0007333397,0.0004785933,0.0004533184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005603231,"about_ca_system_score_gemma":0.0001314325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004537477,"about_ca_topic_score_gemma":0.00002741961,"domain_scores_codex":[0.9977925,0.0002173673,0.0003182137,0.0006122332,0.000343593,0.0007160392],"domain_scores_gemma":[0.9987776,0.0003642872,0.00006694344,0.0004589711,0.0001046115,0.0002275364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00006020686,0.0001143649,0.1968563,0.0001692908,0.001680246,0.000933394,0.003319456,0.0004421449,0.000004616394,0.01418915,0.6483564,0.1338744],"study_design_scores_gemma":[0.001122764,0.0003627394,0.6641369,0.0009668192,0.0001064595,0.00003277202,0.0004318464,0.0003487494,0.00004821664,0.001825462,0.3303816,0.0002356692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5936689,0.001032279,0.0003376329,0.0003762617,0.001359697,0.00183414,0.00002093682,0.0002299232,0.4011403],"genre_scores_gemma":[0.9907188,0.0009967282,0.0001425609,0.0023512,0.002764291,0.001526308,0.00005423249,0.00007721158,0.001368652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4672806,"threshold_uncertainty_score":0.9999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004326123617758,"score_gpt":0.2879547044592065,"score_spread":0.2779114432230289,"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."}}