{"id":"W4404513179","doi":"10.1002/pds.5892","title":"<scp>STUDENT ABSTRACTS</scp> of <scp>ISPE</scp>'s 2024 Mid‐Year Meeting, Orlando, Florida, <scp>USA</scp>, 14–16 April 2024","year":2024,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.04236991,0.001089912,0.002394894,0.001041466,0.0007421806,0.0008513944,0.004091359,0.001012727,0.001011488],"category_scores_gemma":[0.06458362,0.0008215289,0.0007865799,0.002173278,0.001035891,0.002280916,0.001965726,0.003681293,0.002868987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002099603,"about_ca_system_score_gemma":0.0004990167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007407131,"about_ca_topic_score_gemma":0.0001522336,"domain_scores_codex":[0.9849793,0.003440007,0.004405807,0.002865371,0.002201572,0.002107923],"domain_scores_gemma":[0.9149222,0.08042075,0.001608676,0.001233334,0.000618766,0.001196212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002830688,0.0001185331,0.1227492,0.0001467664,0.0004171407,0.00009923617,0.002632116,0.000846926,0.0003949307,0.002101836,0.8615348,0.008930244],"study_design_scores_gemma":[0.001691689,0.00008091917,0.0360039,0.0003351564,0.0003736889,0.0001380959,0.004903371,0.002619432,0.003131159,0.01434718,0.936189,0.0001863902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6052353,0.03379802,0.002247873,0.004984278,0.01889362,0.001124113,0.0004881827,0.0004201586,0.3328084],"genre_scores_gemma":[0.8117184,0.01152726,0.000935183,0.00456534,0.003638539,0.0001248854,0.0001102645,0.0001471159,0.167233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2064831,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964365450733273,"score_gpt":0.3937373051122272,"score_spread":0.3440936506048944,"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."}}