{"id":"W4410028310","doi":"10.3390/biomimetics10050287","title":"Hierarchical Structure of the Program Used by Filamentous Fungi to Navigate in Confining Microenvironments","year":2025,"lang":"en","type":"article","venue":"Biomimetics","topic":"Slime Mold and Myxomycetes Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Advanced Research Projects Agency; University of California, Irvine; University of Southern California; Defense Advanced Research Projects Agency; Natural Sciences and Engineering Research Council of Canada; University of the West of England; European Commission","keywords":"Hypha; Mycelium; Biological system; Subroutine; Robustness (evolution); Computer science; Biology; Neurospora crassa; Mutant; Botany","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000128037,0.0001652443,0.0001628295,0.0007025107,0.000532844,0.0007397344,0.0004060609,0.0003047838,0.002044983],"category_scores_gemma":[0.0007581294,0.0001792601,0.0003040145,0.0004936121,0.0005496303,0.0006020043,0.0003412946,0.0003277749,0.0008486406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004984242,"about_ca_system_score_gemma":0.0007748765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002517932,"about_ca_topic_score_gemma":0.003147139,"domain_scores_codex":[0.9998348,0.00001920746,0.0000105881,0.00006710614,0.00003922551,0.00002909418],"domain_scores_gemma":[0.999549,0.00009362788,0.0001125055,0.00007705505,0.00009706269,0.00007070039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002560212,0.0001779829,0.02346944,0.0005147734,0.00005562782,0.000605489,0.001226488,0.0241551,0.7475491,0.05450413,0.00177758,0.1457083],"study_design_scores_gemma":[0.0001031009,0.001061224,0.2216597,0.0002068739,0.0002341122,0.002046365,0.001033272,0.3036292,0.3429677,0.07404414,0.05278834,0.0002259228],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7411159,0.001010221,0.2381767,0.0002453123,0.00002771641,0.000164288,0.0007175579,0.002173974,0.01636826],"genre_scores_gemma":[0.9150468,0.0003053424,0.07902759,0.00006161967,0.000008489258,0.0001362407,0.00071535,0.0001090286,0.004589488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002517932,"threshold_uncertainty_score":0.006841123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005997194439770655,"score_gpt":0.2526783190455852,"score_spread":0.2466811246058145,"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."}}