{"id":"W4412523800","doi":"10.1063/5.0223707","title":"The what, when, where, and why of wrinkly morphology in biofilms","year":2025,"lang":"en","type":"article","venue":"Biophysics Reviews","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Institute for Advanced Research","funders":"Human Frontier Science Program","keywords":"Morphology (biology); Biofilm; Materials science; Polymer science; Zoology; Biology; Bacteria; Paleontology","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":[0.0001413402,0.00009199251,0.0002479154,0.00002325408,0.00001966204,0.000021859,0.0000976567,0.00003973316,0.000004940776],"category_scores_gemma":[0.00001179263,0.00006384146,0.00003161583,0.0001169936,0.00002773683,0.00009255434,0.00004201429,0.00005575449,0.000006663405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001144316,"about_ca_system_score_gemma":0.000005819519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008310216,"about_ca_topic_score_gemma":0.00001992214,"domain_scores_codex":[0.9994829,0.00002514633,0.000253094,0.00009145372,0.00002852682,0.0001189244],"domain_scores_gemma":[0.9997006,0.00002789073,0.00004065959,0.0002030311,0.00001307201,0.00001472831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000063494,0.00001317488,0.00001229533,0.0007424997,0.00001326606,0.000001451369,0.00006771953,0.00005547018,0.5847206,0.05616781,0.002769884,0.3554295],"study_design_scores_gemma":[0.0002433478,0.00002632806,0.0000563187,0.0006294752,0.00001846892,0.000001112665,0.00005521029,0.0004420087,0.09379342,0.02322621,0.8813551,0.0001530124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1431125,0.8343211,0.01489772,0.0005897252,0.003287042,0.001383174,0.00001882788,0.0001125102,0.002277379],"genre_scores_gemma":[0.05299551,0.9417229,0.004508219,0.0003108419,0.00007047177,0.00009818247,0.000004872454,0.00002727508,0.0002616933],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8785852,"threshold_uncertainty_score":0.2603379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108475510312733,"score_gpt":0.2423557748210715,"score_spread":0.2312710197179442,"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."}}