{"id":"W2315918362","doi":"10.3727/000000004773301861","title":"Assessment of Different Transfection Parameters in Efficiency Optimization","year":2004,"lang":"en","type":"article","venue":"Cell Transplantation","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Transfection; Exogenous DNA; Incubation; Reporter gene; Viability assay; Molecular biology; Chemistry; Andrology; Cell biology; Cell; Biology; DNA; Gene; Medicine; Biochemistry; Gene expression","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":[],"consensus_categories":[],"category_scores_codex":[0.00004951897,0.0000705688,0.00007081449,0.00005759201,0.00001562479,0.000005029181,0.00004797289,0.00006190893,0.000004680531],"category_scores_gemma":[0.000001255073,0.00006769223,0.00004176037,0.00006206265,0.00001796386,0.000004628258,0.000001832659,0.00003693399,6.058626e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001770163,"about_ca_system_score_gemma":0.00002541977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003570866,"about_ca_topic_score_gemma":0.00007859425,"domain_scores_codex":[0.999518,0.00002433943,0.0001587572,0.0001460168,0.00007068824,0.00008214464],"domain_scores_gemma":[0.9998493,0.00000427119,0.00003435802,0.00007312239,0.00002203698,0.00001692352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003769667,0.0001156496,0.003827549,0.00004722657,0.000003986721,0.000001039228,0.0001272233,0.4473569,0.5482833,0.0000175213,5.490528e-7,0.0001813643],"study_design_scores_gemma":[0.001031169,0.0004038429,0.0456523,0.00003488626,0.00001837734,0.000002933743,0.00005508238,0.001492108,0.9511884,0.00003194072,0.000001527945,0.00008742837],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7108939,0.00002481131,0.2883978,0.000008390612,0.00005732846,0.00009616027,0.000005124634,0.00000298838,0.0005135123],"genre_scores_gemma":[0.9973102,0.0008037008,0.00160852,0.00001751939,0.00000953291,0.00001229539,0.0002210623,0.000005683626,0.00001153423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4458648,"threshold_uncertainty_score":0.2760409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007379940284570639,"score_gpt":0.2403001396281289,"score_spread":0.2329201993435583,"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."}}