{"id":"W7162018817","doi":"10.82308/30565","title":"Methodological Advances to Address Measurement Error and Model Misspecification in HIV Research","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Covariate; Marginal structural model; Observational error; Human immunodeficiency virus (HIV); Cohort; Clinical trial; Cohort study; Hepatitis C; Disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.313054,0.002432827,0.003115922,0.003786504,0.00287348,0.005305802,0.006843454,0.004078405,0.004017366],"category_scores_gemma":[0.6355252,0.001577347,0.004775329,0.007923711,0.006270497,0.004209849,0.007613529,0.008190737,0.0006192989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003802319,"about_ca_system_score_gemma":0.0126105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01758385,"about_ca_topic_score_gemma":0.01527377,"domain_scores_codex":[0.5755869,0.3715697,0.01897964,0.01538753,0.01691102,0.001565297],"domain_scores_gemma":[0.3663158,0.5174606,0.03468529,0.06136271,0.01903135,0.001144228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007361037,0.0004718046,0.1109027,0.007021978,0.01623745,0.0007373332,0.007800929,0.04315226,0.001204955,0.494719,0.01536,0.3016556],"study_design_scores_gemma":[0.000682767,0.000994019,0.03260888,0.003891126,0.003418047,0.0006776475,0.001630391,0.09280092,0.002118252,0.8043478,0.05646794,0.0003621569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006123169,0.00539855,0.9758058,0.008076307,0.001098844,0.001139819,0.0005931287,0.0001967954,0.001567573],"genre_scores_gemma":[0.2598467,0.004625391,0.7138451,0.006104591,0.001836727,0.01084494,0.0009855226,0.0002580322,0.001653057],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.313054,"threshold_uncertainty_score":0.8471268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8930019370217708,"score_gpt":0.6359384519547808,"score_spread":0.2570634850669899,"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."}}