{"id":"W4410541080","doi":"10.21203/rs.3.rs-6479400/v1","title":"The Interplay of Adhesion, Friction, and Nutrient Availability in Modulating Biofilm Wrinkling Behavior","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Adhesion; Biofilm; Nutrient; Materials science; Composite material; Ecology; Geology; Biology; Bacteria","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":[0.001465924,0.000158489,0.0002625489,0.0002087323,0.0001321472,0.00006636003,0.0002344729,0.0002062465,0.0000124097],"category_scores_gemma":[0.0004244392,0.0001292078,0.00004931662,0.0002393936,0.00005985328,0.00005051693,0.000791641,0.0007855036,0.000001598117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002199082,"about_ca_system_score_gemma":0.00007367451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001220455,"about_ca_topic_score_gemma":0.0000855764,"domain_scores_codex":[0.9984122,0.0001478443,0.000468671,0.0003055191,0.0003167015,0.0003490638],"domain_scores_gemma":[0.9987903,0.0003333936,0.0000506636,0.0004795476,0.0002866432,0.00005943057],"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":[0.0006971397,0.001133919,0.04394074,0.05255424,0.0003027593,0.0001072128,0.009747229,0.1524787,0.4776463,0.05805803,0.00132106,0.2020127],"study_design_scores_gemma":[0.00181917,0.0004581181,0.03202406,0.01385562,0.00007737605,0.000007655975,0.006186328,0.2821042,0.5903476,0.06257041,0.009126343,0.00142305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937923,0.00216299,0.001967481,0.00002650821,0.0005030219,0.001047266,0.00008348459,0.00007901726,0.0003379548],"genre_scores_gemma":[0.9960068,0.002667842,0.000864948,0.000001019062,0.00005197346,0.0002967972,0.00001613949,0.00001957452,0.00007485248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2005896,"threshold_uncertainty_score":0.5268942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933647684526481,"score_gpt":0.356321456825341,"score_spread":0.3269849799800762,"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."}}