{"id":"W7110891194","doi":"10.1371/journal.pone.0335449.s003","title":"DIMDs reported in FAERS.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Adverse Event Reporting System; Risk assessment; Quarter (Canadian coin); Food and drug administration; Adverse effect; Risk factor","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00164965,0.0003318381,0.0004232978,0.00302498,0.0002948916,0.001141183,0.0005700932,0.0008203545,0.1085152],"category_scores_gemma":[0.01823036,0.0001642539,0.0009642733,0.003417089,0.0002347011,0.0008578022,0.000992409,0.0004546759,0.01653864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007717052,"about_ca_system_score_gemma":0.0006470939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003752724,"about_ca_topic_score_gemma":0.004542816,"domain_scores_codex":[0.9981846,0.0003416329,0.000484112,0.0002750032,0.0006108332,0.0001038195],"domain_scores_gemma":[0.9839174,0.005774767,0.006964231,0.001336351,0.001660988,0.000346308],"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":[0.0008939615,0.00005511475,0.1688362,0.00463195,0.0004121952,0.001025314,0.0001809307,0.0005924998,0.0007969775,0.002549347,0.6551834,0.1648421],"study_design_scores_gemma":[0.0002077094,0.0002206934,0.358721,0.003294136,0.000376068,0.00561442,0.0002536408,0.001688512,0.001678184,0.002579054,0.625291,0.00007556278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.04351328,0.009194707,0.002563854,0.005951125,0.001227221,0.0006721453,0.8676139,0.003606196,0.06565765],"genre_scores_gemma":[0.4427326,0.01012053,0.008527987,0.01096873,0.001980637,0.0008075214,0.4931591,0.0008262164,0.03087663],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8914847,"threshold_uncertainty_score":0.3630196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113177367312572,"score_gpt":0.5015481898915302,"score_spread":0.290230453160273,"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."}}