{"id":"W4306637913","doi":"10.17504/protocols.io.x54v9dyeqg3e/v1","title":"Measuring leaf carbon fractions with the ANKOM2000 Fiber Analyzer v1","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Muffle furnace; Fiber; Lignin; Spectrum analyzer; Environmental science; Chemistry; Pulp and paper industry; Materials science; Composite material; Physics; Biochemistry; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00109495,0.00223485,0.0009343735,0.003568303,0.002004765,0.001072892,0.00142433,0.0008454307,0.0139425],"category_scores_gemma":[0.0007386161,0.0007310748,0.0006149925,0.002863868,0.0005606271,0.001141048,0.00117791,0.00178983,0.009228391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200684,"about_ca_system_score_gemma":0.001472661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009899858,"about_ca_topic_score_gemma":0.03097481,"domain_scores_codex":[0.9980921,0.0001036478,0.0001110343,0.00063859,0.0008927461,0.0001619277],"domain_scores_gemma":[0.9993541,0.00006224866,0.00006162697,0.0001693834,0.0002844842,0.00006822401],"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":[0.0002644038,0.0001490948,0.005237439,0.0002798868,0.00009336969,0.00008612364,0.0001413409,0.0005132984,0.9331791,0.001203061,0.0041931,0.05465986],"study_design_scores_gemma":[0.00006433226,0.0003407987,0.06342693,0.0001162947,0.0001989124,0.0006243821,0.0001180062,0.008017546,0.817075,0.002329483,0.1075264,0.0001620053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1782093,0.003523766,0.7067809,0.0001937432,0.0003245946,0.002452479,0.06507158,0.01209618,0.03134749],"genre_scores_gemma":[0.1083365,0.003792748,0.7741213,0.0004590382,0.0001096504,0.005026216,0.06781135,0.004313968,0.03602907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0139425,"threshold_uncertainty_score":0.04664236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507602892044159,"score_gpt":0.2005068699045008,"score_spread":0.1854308409840592,"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."}}