{"id":"W4411657390","doi":"10.51847/imc2wp3","title":"10.51847/imc2WP3","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Advanced Drug Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transdermal; Liposome; Ritonavir; Drug delivery; Fabrication; Chromatography; Pharmacology; Chemistry; Materials science; Nanotechnology; Medicine; Virology; Human immunodeficiency virus (HIV)","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":[0.0003121406,0.0002099629,0.0002455189,0.00008238196,0.000169267,0.00001520778,0.0003123899,0.0002104395,0.9960104],"category_scores_gemma":[0.000036806,0.0002160802,0.00007693267,0.000247264,0.00007407103,0.0001217696,0.00004846688,0.0003543835,0.9931501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007112812,"about_ca_system_score_gemma":0.00003317252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008143646,"about_ca_topic_score_gemma":1.830374e-7,"domain_scores_codex":[0.9985297,0.0002403649,0.0002851345,0.0003261687,0.0001457653,0.0004728983],"domain_scores_gemma":[0.9990818,0.0001846979,0.00004770745,0.0002881334,0.0000597115,0.0003379788],"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":[0.0003348711,0.0000976882,0.000002505757,0.000008414692,0.00005517849,0.00003261105,0.00005371237,0.003005582,0.001100256,0.00000458559,0.1232265,0.8720781],"study_design_scores_gemma":[0.000610775,0.000115844,0.00001833969,0.000007892357,0.00004034648,0.00003133247,0.000002533894,0.001598811,0.0005258336,0.000005277264,0.9967846,0.0002584008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005754968,0.0002799132,0.00000365743,0.0004835983,0.00003301906,0.0004186042,0.00005634817,0.0002845051,0.9926854],"genre_scores_gemma":[0.003422371,0.000003239094,0.00009856634,0.0007922578,0.0003648288,0.00005648067,0.00002201673,0.00003691839,0.9952033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8735581,"threshold_uncertainty_score":0.8811493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04801248793064122,"score_gpt":0.3461607090406438,"score_spread":0.2981482211100026,"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."}}