{"id":"W4417151191","doi":"10.5530/ijper.20266474","title":"Comparative Analysis of DMF Filing Procedure and Regulatory Requirements in India, Brazil, and Canada","year":2025,"lang":"","type":"article","venue":"Indian Journal of Pharmaceutical Education and Research","topic":"Law, logistics, and international trade","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Requirements analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.001963594,0.0001567559,0.0004972481,0.002263577,0.0002194285,0.0002615797,0.0002261388,0.0001019125,0.000173057],"category_scores_gemma":[0.0006756562,0.0001460935,0.00005410303,0.001422446,0.000802932,0.000559499,0.000148295,0.0007401261,4.765355e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200467,"about_ca_system_score_gemma":0.00212,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391797,"about_ca_topic_score_gemma":0.01315408,"domain_scores_codex":[0.997685,0.0001489051,0.0008460018,0.0002654495,0.0007314407,0.0003232072],"domain_scores_gemma":[0.9980741,0.0004015485,0.0003619726,0.00009327391,0.0009395817,0.0001295076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007687365,0.001679512,0.9002215,0.00419587,0.003266967,0.0001186369,0.005310702,0.0001587128,0.0007891882,0.04226477,0.01600203,0.0252234],"study_design_scores_gemma":[0.001797456,0.0000678364,0.9513078,0.001452262,0.0007857312,0.00001520771,0.0154044,0.007396371,0.0005999652,0.002203743,0.01871287,0.0002563886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837503,0.00697165,0.000009614277,0.004943649,0.0005729492,0.0002621442,0.00001391535,0.000001403605,0.003474406],"genre_scores_gemma":[0.9967845,0.001480091,0.00004457617,0.001000338,0.0002702282,0.000003949569,0.000009981554,0.000005891924,0.0004004206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05108629,"threshold_uncertainty_score":0.9926484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08803293581941364,"score_gpt":0.4556141423749769,"score_spread":0.3675812065555633,"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."}}