{"id":"W4408053825","doi":"10.1101/2025.02.22.639639","title":"Mixotrophy for carbon-conserving waste upcycling","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Carbon fibers; Waste management; Business; Natural resource economics; Environmental science; Economics; Engineering; Materials science; Composite material","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":[0.0002927659,0.0006406705,0.0004327832,0.0003872516,0.0003077721,0.0009528593,0.0004731276,0.0005703399,0.001411461],"category_scores_gemma":[0.0003994124,0.0001943523,0.0004048044,0.0003814993,0.0003145993,0.0007171401,0.0009928136,0.0008139551,0.000397031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006461081,"about_ca_system_score_gemma":0.0004215387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007578752,"about_ca_topic_score_gemma":0.001568747,"domain_scores_codex":[0.9997522,0.0000299079,0.00002283718,0.00005796725,0.00009962458,0.00003735013],"domain_scores_gemma":[0.999841,0.00004131977,0.00003627747,0.00002463364,0.00002699353,0.00002991115],"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":[0.0001157137,0.00007190054,0.001149382,0.0002013343,0.00001918638,0.0001556744,0.00001961141,0.004652197,0.9873372,0.001153845,0.0001310741,0.004992845],"study_design_scores_gemma":[0.00002147971,0.000479583,0.001725615,0.00004501252,0.00003907553,0.0001936368,0.0001326975,0.03432016,0.9557129,0.001546437,0.005754246,0.000029169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811873,0.001401633,0.01044629,0.0003652375,0.00005961602,0.00007685292,0.0006807344,0.0002565766,0.00552574],"genre_scores_gemma":[0.9911473,0.000580781,0.006924977,0.00004795704,0.000004831071,0.00005257501,0.0002734688,0.00003576562,0.0009323347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001411461,"threshold_uncertainty_score":0.00472182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196550971632315,"score_gpt":0.2232925786859939,"score_spread":0.2113270689696708,"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."}}