{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003702249,0.0001758272,0.0002904026,0.00004132105,0.0003107552,0.00006188375,0.00007398891,0.000116994,0.0007964891],"category_scores_gemma":[0.000224564,0.00007176188,0.00005726086,0.0004740908,0.0001342185,0.0003003924,0.00005144286,0.00005412056,0.00001987005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004067948,"about_ca_system_score_gemma":0.00002311249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001331928,"about_ca_topic_score_gemma":0.000003963392,"domain_scores_codex":[0.9986704,0.00005344924,0.0004132909,0.0004053405,0.0001446224,0.0003129267],"domain_scores_gemma":[0.999228,0.0002407336,0.0001276384,0.00003935329,0.000343573,0.0000207247],"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":[0.0006762817,0.00004107249,0.00003053428,0.00008694481,0.00004754057,0.000002552938,0.000007314905,0.0000256459,0.963861,0.03019862,0.002119184,0.002903331],"study_design_scores_gemma":[0.0001374344,0.000429027,0.02833554,0.00004888176,0.00002561646,0.00002177062,0.0001859882,0.000001695456,0.9371154,0.01541913,0.01808793,0.0001915777],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994828,0.0002955695,0.00009603326,0.001125654,0.002784495,0.0004268624,0.000237803,0.0001334873,0.00007206993],"genre_scores_gemma":[0.9939972,0.00004736923,0.0001467955,0.0001206754,0.001658064,0.0002288307,0.001254103,0.000002220981,0.002544726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02830501,"threshold_uncertainty_score":0.8720998,"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."}}