{"id":"W4402929807","doi":"10.1002/adfm.202412753","title":"Fungal Innovation: Harnessing Mushrooms for Production of Sustainable Functional Materials","year":2024,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Plant and Biological Electrophysiology Studies","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Wallenberg Wood Science Center; Knut och Alice Wallenbergs Stiftelse; Universität Wien","keywords":"Materials science; Production (economics); Nanotechnology; Sustainable production; Biochemical engineering; Engineering","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":[0.0001428442,0.0003664215,0.0001234016,0.0002320127,0.0001275116,0.0004481101,0.0001640144,0.0002279659,0.001087518],"category_scores_gemma":[0.0001149121,0.0000736848,0.0001699231,0.0002702825,0.0001817225,0.0004285139,0.0003555954,0.0003254359,0.0004149181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187353,"about_ca_system_score_gemma":0.0001244477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002454968,"about_ca_topic_score_gemma":0.0005239809,"domain_scores_codex":[0.9999293,0.00001018504,0.000004186066,0.00001645537,0.00002226316,0.00001759667],"domain_scores_gemma":[0.9999425,0.000009171906,0.00001578596,0.000009958762,0.000008444479,0.00001417617],"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":[0.00002175166,0.0000142364,0.000178151,0.00006085326,0.000004497094,0.000070994,0.00001295501,0.0001080675,0.995103,0.0002848983,0.0000311039,0.004109547],"study_design_scores_gemma":[0.000003738334,0.0001855415,0.00204562,0.00001772624,0.0000103623,0.000133483,0.00004361381,0.0005201153,0.9924467,0.0001903357,0.004398786,0.000003824673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779221,0.002863677,0.01157724,0.0002219179,0.00003868145,0.00004455555,0.0003791974,0.0001100747,0.006842508],"genre_scores_gemma":[0.9880184,0.001764819,0.00780573,0.00004972091,0.000007720284,0.00001974409,0.0002217679,0.00001664288,0.002095385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001087518,"threshold_uncertainty_score":0.003638089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02628108867200572,"score_gpt":0.2318210454694813,"score_spread":0.2055399567974756,"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."}}