{"id":"W6964065503","doi":"10.25384/sage.c.7065638.v1","title":"Investigating Variations in Medicine Approvals for Attention-Deficit/Hyperactivity Disorder: A Cross-Country Document Analysis Comparing Drug Labeling","year":2024,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Drug labeling; Alternative medicine; Drug approval; Off-label use; Approved drug","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":[],"consensus_categories":[],"category_scores_codex":[0.02364844,0.0002672944,0.0005123377,0.005891999,0.0004038065,0.002270509,0.0006141821,0.0004049788,0.00175503],"category_scores_gemma":[0.06122131,0.0002482611,0.001366629,0.009054806,0.0009764936,0.001110609,0.001668355,0.0005717155,0.0002721219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128291,"about_ca_system_score_gemma":0.001018348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009161728,"about_ca_topic_score_gemma":0.008328162,"domain_scores_codex":[0.9658428,0.01820914,0.006562903,0.003260687,0.005301383,0.0008229451],"domain_scores_gemma":[0.845068,0.07478552,0.05769706,0.00784772,0.01364462,0.0009570792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003122582,0.00003704809,0.984875,0.0003727251,0.001265086,0.00006630051,0.00145889,0.0002684815,0.0002760325,0.0002198629,0.0002920206,0.01055625],"study_design_scores_gemma":[0.0000113834,0.0001978841,0.9944683,0.000184352,0.0003820187,0.0001687468,0.002141681,0.0002929326,0.0004396694,0.00006434224,0.001632614,0.00001594654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9903421,0.002305383,0.001471439,0.0001770628,0.00002951711,0.0001097198,0.002865901,0.0000131465,0.002685728],"genre_scores_gemma":[0.9969153,0.0003768847,0.0009315705,0.00005936021,0.000008981816,0.0000419407,0.001504561,0.00001283495,0.0001484661],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02364844,"threshold_uncertainty_score":0.1250664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06678924439885124,"score_gpt":0.3920858515662043,"score_spread":0.3252966071673531,"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."}}