{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005318657,0.001830655,0.001333627,0.001375597,0.0004009503,0.001459121,0.0009459426,0.001051683,0.0014028],"category_scores_gemma":[0.005223675,0.0005570751,0.0006765163,0.001518463,0.0005810742,0.0008543753,0.0006775557,0.0009110286,0.0009522539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007010694,"about_ca_system_score_gemma":0.0004582187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004176477,"about_ca_topic_score_gemma":0.0007873763,"domain_scores_codex":[0.9950643,0.001728087,0.0009363631,0.0006912013,0.001310174,0.0002698385],"domain_scores_gemma":[0.9971976,0.001577168,0.000324792,0.0002948167,0.0005354288,0.00007014167],"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":[0.0001946118,0.0001452178,0.000747583,0.000246264,0.00003724539,0.00007171107,0.0001297317,0.001142189,0.9861676,0.0002854651,0.0001220363,0.01071033],"study_design_scores_gemma":[0.000005722164,0.0002441485,0.001334985,0.00001636869,0.00005973674,0.00009260594,0.00002842623,0.001734126,0.9943889,0.00008922649,0.001977982,0.00002775074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.673446,0.01258313,0.3015584,0.0002744262,0.0001918717,0.00197286,0.001035038,0.00137992,0.007558437],"genre_scores_gemma":[0.6839421,0.01154247,0.2931277,0.0001802337,0.00004285725,0.00262997,0.001996169,0.001118345,0.00542005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005318657,"threshold_uncertainty_score":0.02812809,"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."}}