{"id":"W2357524610","doi":"10.51847/qzuysjp","title":"10.51847/QzuySjP","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carvedilol; Dosage form; Factorial experiment; Chromatography; Drug; Drug delivery; Chemistry; Pharmacology; Medicine; Mathematics; Organic chemistry; Statistics","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":[0.00009875779,0.00007453415,0.0001373629,0.00001776828,0.00006054579,0.00001171797,0.00005079216,0.00002776004,0.9969305],"category_scores_gemma":[0.00006094901,0.00005884028,0.00003916145,0.0001145087,0.00002105117,0.00004759461,0.0000237293,0.00009850697,0.9843487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001793948,"about_ca_system_score_gemma":0.00001126056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001452348,"about_ca_topic_score_gemma":4.623023e-8,"domain_scores_codex":[0.9994452,0.00001762975,0.00009461775,0.0001254241,0.0001310754,0.0001860354],"domain_scores_gemma":[0.9995764,0.00007652515,0.00001169828,0.0001250317,0.00002409779,0.000186243],"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":[0.0003530825,0.00006239039,0.000001340883,0.000008185604,0.00003919636,0.0000196678,0.00000981434,0.000001842003,0.00009468601,8.462658e-7,0.07416107,0.9252478],"study_design_scores_gemma":[0.0003855017,0.0002084877,0.0002332175,0.00001290237,0.00007070094,0.00002072916,0.000001010277,0.0000744613,0.00005363929,0.000001275989,0.9988643,0.00007377891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001878421,0.0003404278,1.579459e-7,0.00609028,0.000002272143,0.000140997,0.000003739265,0.00006638019,0.9914773],"genre_scores_gemma":[0.001079796,0.000008455403,0.00008588048,0.001167749,0.0001854827,0.000008568916,0.00000382227,0.0000100836,0.9974502],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9251741,"threshold_uncertainty_score":0.2399437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320668280014263,"score_gpt":0.3019878359988202,"score_spread":0.2699210079973939,"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."}}