{"id":"W4410071123","doi":"10.3390/ma18092099","title":"Critical Design Parameters of Tantalum-Based Comb Structures to Manipulate Mammalian Cell Morphology","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Tantalum; Materials science; Trench; Nanotechnology; Silicon; Morphology (biology); Shallow trench isolation; Cell culture; Scanning electron microscope; Biophysics; Optoelectronics; Composite material; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001394503,0.0001166058,0.0001808839,0.00006677272,0.00004059631,0.00003042081,0.0001520549,0.0001188914,0.0002921424],"category_scores_gemma":[0.00008901928,0.0001136032,0.00005447216,0.00005507543,0.00003797897,0.000001872691,0.00007384225,0.00003224738,0.00001337102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001059282,"about_ca_system_score_gemma":0.00003817219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005693359,"about_ca_topic_score_gemma":0.000003859971,"domain_scores_codex":[0.9991749,0.0001114851,0.0002473334,0.0002344858,0.00005476173,0.0001770542],"domain_scores_gemma":[0.9995313,0.00002408327,0.00004647973,0.0002869784,0.00006251208,0.00004866305],"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":[0.0001681436,0.00004368493,0.00002022004,0.00004110928,0.00001570443,0.000004832133,0.00000596036,0.0001785687,0.996605,0.001256646,0.001595758,0.00006437701],"study_design_scores_gemma":[0.0002369335,0.0002697787,0.0002213758,0.00001329649,0.00002525712,0.000004124245,0.00001884994,0.00003956491,0.9960961,0.0007579862,0.002211452,0.0001052209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477989,0.00004804827,0.0505118,0.0002276751,0.0008231578,0.0002048384,0.00007949738,0.000007731242,0.0002983453],"genre_scores_gemma":[0.9904012,0.000004691882,0.008460828,0.0006916697,0.00002897227,0.00002166411,0.0000775097,0.00001356437,0.0002998829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04260231,"threshold_uncertainty_score":0.4632604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800346111378048,"score_gpt":0.284880777204124,"score_spread":0.2668773160903435,"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."}}