{"id":"W4405931792","doi":"10.1007/978-3-031-61507-8_27","title":"Mycelium as a Sustainable, Low-Carbon Material for Building Panels","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Plant and Biological Electrophysiology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Mycelium; Carbon fibers; Architectural engineering; Materials science; Business; Engineering; Composite material; Geology","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":[0.0001255886,0.0004714245,0.000617503,0.00005938414,0.000104063,0.00004277183,0.0002914197,0.0007187884,0.0001089592],"category_scores_gemma":[0.000325853,0.0002022942,0.0001850343,0.0001083686,0.00004260542,0.00002658644,0.000174284,0.0004339933,0.00000203359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020747,"about_ca_system_score_gemma":0.00001697216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008261744,"about_ca_topic_score_gemma":0.0002535054,"domain_scores_codex":[0.9983805,0.00001153904,0.0003007173,0.0005361922,0.0001099621,0.0006610213],"domain_scores_gemma":[0.9988761,0.0008528804,0.00008872002,0.00006732752,0.00006625593,0.00004871557],"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":[0.0004326174,0.00004205005,0.00003873339,0.0005974474,0.0002268224,0.0001528458,0.00003944548,0.002189848,0.952736,0.02087522,0.0002099671,0.02245907],"study_design_scores_gemma":[0.002011545,0.004817912,0.003379019,0.004351657,0.0005566307,0.00009388004,0.00003464724,0.007037622,0.1387897,0.3424863,0.4888187,0.007622408],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7944846,0.01652608,0.003645688,0.007317225,0.00721187,0.01021971,0.001946575,0.002860213,0.155788],"genre_scores_gemma":[0.9872664,0.0004743611,0.0002147832,0.0003302506,0.00143603,0.0001187388,0.0003441047,0.000007605232,0.009807767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8139462,"threshold_uncertainty_score":0.8249319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007020969492641437,"score_gpt":0.1896289523703076,"score_spread":0.1826079828776661,"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."}}