{"id":"W7114804360","doi":"10.5281/zenodo.17877643","title":"SIMILARITIES AND DIFFERENCE BETWEEN US DMF, CANADIAN DMF AND EDMF","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discretion; Drug; Work (physics); Access to information; Drug industry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003583865,0.00009021772,0.0001439762,0.0001742788,0.001090763,0.0003213793,0.0001666506,0.00005479803,0.001154752],"category_scores_gemma":[0.0005076772,0.00009199223,0.00001657663,0.0002132903,0.0002153471,0.0000824589,0.0003555089,0.0002625334,0.000156287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008580943,"about_ca_system_score_gemma":0.00001193326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001007546,"about_ca_topic_score_gemma":0.00003988226,"domain_scores_codex":[0.999063,0.0001287709,0.0001512531,0.0002370326,0.0001472282,0.0002726781],"domain_scores_gemma":[0.9992921,0.00004654112,0.00002311904,0.0001582457,0.000176551,0.0003034715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000291611,0.0001701969,0.01149695,0.001651158,0.0003712018,0.0001193014,0.004244812,0.000001870879,0.008731613,0.04033781,0.06923002,0.8633534],"study_design_scores_gemma":[0.0007244263,0.0001293542,0.08969628,0.0001589627,0.0000608365,0.00005771712,0.0005043989,0.0002597307,0.00053132,0.0006815282,0.907067,0.0001284546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8178716,0.000494151,0.0006595984,0.01021977,0.00005339099,0.000392546,0.0002300196,0.0003119381,0.169767],"genre_scores_gemma":[0.9963405,0.0001554038,0.00004381864,0.001629914,0.0000704338,2.113585e-8,0.0001931465,0.000172824,0.001393952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.863225,"threshold_uncertainty_score":0.9997583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06803953113850605,"score_gpt":0.3153323734371267,"score_spread":0.2472928422986207,"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."}}