{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004476283,0.0002943273,0.0007198258,0.0002252571,0.0004665322,0.001556328,0.0003765533,0.0006452282,0.001380918],"category_scores_gemma":[0.00142408,0.000326631,0.0001823205,0.0002016019,0.0004576294,0.001022735,0.0005962353,0.0005206644,0.0002062041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000467619,"about_ca_system_score_gemma":0.0005074939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001820663,"about_ca_topic_score_gemma":0.002743273,"domain_scores_codex":[0.9997123,0.00005490292,0.00002087496,0.00006016591,0.00007976156,0.00007208207],"domain_scores_gemma":[0.9995579,0.0002538095,0.00006324202,0.00002345817,0.00004425724,0.00005730733],"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":[0.0004767453,0.00007665381,0.001830927,0.0002200201,0.00002866924,0.0001027404,0.000106581,0.001862943,0.9876123,0.0008850184,0.0001474448,0.006649958],"study_design_scores_gemma":[0.0002139361,0.001063692,0.1223991,0.000114088,0.000226243,0.0004247288,0.001016623,0.1063569,0.7582328,0.005339531,0.004440493,0.0001719374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935088,0.002001326,0.002382626,0.0003015537,0.00004124973,0.00001594836,0.00006278302,0.00001813034,0.001667516],"genre_scores_gemma":[0.9986184,0.0004922292,0.0004577297,0.0000334389,0.000005497079,0.000009980807,0.00001733907,0.000006815945,0.000358564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001820663,"threshold_uncertainty_score":0.004619658,"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."}}