{"id":"W6966667211","doi":"10.4224/crm.2025.lnp-2","title":"LNP-2: Lipid Nanoparticles","year":2025,"lang":"en","type":"other","venue":"NRC Digital Repository","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Nanoparticle; Homogeneous; Solid lipid nanoparticle; Dispersion (optics); Particle size; Lipid bilayer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006848951,0.000474096,0.0004588082,0.0003635633,0.00006491259,0.0005368919,0.000498522,0.0003964615,0.0003470559],"category_scores_gemma":[0.0002611762,0.0004688624,0.0002371417,0.000273872,0.0002049325,0.0002302095,0.0002391285,0.0002483909,0.0121238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000320654,"about_ca_system_score_gemma":0.0004999134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001676261,"about_ca_topic_score_gemma":0.00004900165,"domain_scores_codex":[0.9975904,0.00004010543,0.0003750853,0.0006794871,0.0008520464,0.000462904],"domain_scores_gemma":[0.9983855,0.00005594311,0.0002835792,0.0009708398,0.0001200467,0.0001840884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002111382,0.0001519679,0.0004244926,0.00008714082,0.0001709266,0.0001025968,0.00001298848,5.411843e-7,0.003922061,0.0005815423,0.9848537,0.009670926],"study_design_scores_gemma":[0.0002275978,0.00003830744,0.0001178673,0.0005111964,0.00006709617,0.00002896885,0.0000169242,0.000002491023,0.006337854,0.00008386055,0.9921093,0.0004585477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002221046,0.001540242,0.000005757931,0.00001232774,0.002158738,0.000315237,0.0003543945,0.00190812,0.9934831],"genre_scores_gemma":[0.01771766,0.000007438144,0.00006313834,0.00004991051,0.00118092,0.00004029043,0.00004060156,0.001199952,0.9797001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01749556,"threshold_uncertainty_score":0.9997763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006046730818367235,"score_gpt":0.21827772529853,"score_spread":0.2122309944801627,"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."}}