{"id":"W4411657205","doi":"10.51847/vzihyzu","title":"10.51847/VziHyZu","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dosage form; Medicine; Process engineering; Pharmacology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009332551,0.00007167838,0.0001308823,0.00001718944,0.00005603177,0.00001121662,0.00004867616,0.00002687781,0.9968057],"category_scores_gemma":[0.0000590636,0.00005652558,0.00003757239,0.0001097396,0.00001986126,0.00004511284,0.00002236726,0.00009446544,0.9844862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001702735,"about_ca_system_score_gemma":0.00001066895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001447707,"about_ca_topic_score_gemma":4.641153e-8,"domain_scores_codex":[0.9994699,0.00001630834,0.00009010506,0.0001196001,0.0001258488,0.0001781952],"domain_scores_gemma":[0.9995956,0.00007197075,0.00001112789,0.0001219444,0.00002289822,0.0001764094],"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":[0.0003206685,0.00005860576,0.000001264141,0.00000791388,0.00003809875,0.00001814157,0.000009217216,0.000001985685,0.00009204879,8.098799e-7,0.07415269,0.9252986],"study_design_scores_gemma":[0.0003694727,0.0001939614,0.0002366843,0.0000122348,0.00006756759,0.00001883809,9.192699e-7,0.00007844554,0.00004996762,0.000001202433,0.9988997,0.0000710368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001766869,0.0003249992,1.698273e-7,0.00566263,0.000002231691,0.0001361354,0.000003547118,0.00006451934,0.9920389],"genre_scores_gemma":[0.001059589,0.000008018551,0.00008379421,0.001097987,0.0001761535,0.000008160954,0.000003613234,0.000009838064,0.9975529],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9252275,"threshold_uncertainty_score":0.2305046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03181115870114502,"score_gpt":0.301393440598734,"score_spread":0.269582281897589,"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."}}