{"id":"W6958612483","doi":"10.6084/m9.figshare.28268134.v1","title":"Additional file 2 of Optimization of chemical transfection in airway epithelial cell lines","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transfection; Cell culture; Epithelium; Respiratory epithelium; Cell","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003067538,0.002106026,0.002306482,0.004613738,0.001534116,0.002166366,0.002870009,0.002201204,0.8652951],"category_scores_gemma":[0.01560233,0.002055462,0.001704967,0.004273762,0.0005580396,0.001429764,0.00117298,0.002244696,0.3776796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653518,"about_ca_system_score_gemma":0.002365761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004966989,"about_ca_topic_score_gemma":0.01320465,"domain_scores_codex":[0.9980367,0.0003384473,0.0002990039,0.0004557639,0.0005720121,0.0002980519],"domain_scores_gemma":[0.983011,0.01278946,0.0005003893,0.001301695,0.001865983,0.0005314393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006265035,0.0003709607,0.001149723,0.002982705,0.000104733,0.0001192387,0.0001052059,0.001619436,0.00429571,0.001111901,0.9720851,0.01542871],"study_design_scores_gemma":[0.004576706,0.0006925108,0.01125627,0.00165165,0.0003588436,0.0004861429,0.0002500804,0.007502495,0.02662998,0.009827379,0.9363612,0.0004068069],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004384684,0.00007131712,0.00309611,0.0001081045,0.0001053072,0.0002705612,0.9902963,0.002892317,0.002721385],"genre_scores_gemma":[0.005940187,0.000231093,0.01827381,0.0005915542,0.00007035636,0.003653171,0.9539137,0.005613639,0.01171229],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8652951,"threshold_uncertainty_score":0.1921402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007405690036145999,"score_gpt":0.2166348309922729,"score_spread":0.2092291409561269,"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."}}