{"id":"W2507014214","doi":"","title":"Advanced Methods and Measures for Studying Complex Drug Utilization Patterns with Patient-Level Databases","year":2012,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Pharmacoepidemiology; Database; Drug; Medical emergency; Pharmacology; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05579573,0.0008565733,0.001893618,0.004994828,0.000702644,0.003982317,0.002145635,0.0008740803,0.002218644],"category_scores_gemma":[0.2294429,0.0006630439,0.002161706,0.00932067,0.00108821,0.003412437,0.002923194,0.001956395,0.0004047733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050991,"about_ca_system_score_gemma":0.003088824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002342037,"about_ca_topic_score_gemma":0.001825045,"domain_scores_codex":[0.9363005,0.04869708,0.005872658,0.002928462,0.005875966,0.0003253147],"domain_scores_gemma":[0.7299625,0.2174534,0.01209424,0.03373078,0.005687133,0.001071912],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001148828,0.0007746135,0.1375954,0.001401983,0.004531406,0.0001883706,0.0008699684,0.05587354,0.002657152,0.1441405,0.00583697,0.6449813],"study_design_scores_gemma":[0.0002987188,0.0007779931,0.04279199,0.0003007147,0.001016016,0.0005565392,0.0003985418,0.6209785,0.003446825,0.3176289,0.01167217,0.0001331507],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01124047,0.0004433873,0.9854015,0.0002907458,0.00003868275,0.0003981843,0.001461061,0.0003231413,0.0004028207],"genre_scores_gemma":[0.1649379,0.0005940617,0.8293079,0.0001753409,0.0001279676,0.002375561,0.00201531,0.00007180668,0.0003941906],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9442043,"threshold_uncertainty_score":0.2950795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7289686360686757,"score_gpt":0.5647178292047377,"score_spread":0.164250806863938,"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."}}