{"id":"W4413953499","doi":"10.32634/0869-8155-2025-397-08-84-90","title":"Investigation of flax plant residue degradation processes under controlled laboratory conditions","year":2025,"lang":"en","type":"article","venue":"Agrarian science","topic":"Varied Academic Research Topics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Debiopharm Group (Canada)","funders":"","keywords":"Residue (chemistry); Degradation (telecommunications); Environmental science; Pulp and paper industry; Biochemical engineering; Waste management; Chemistry; Engineering; Organic chemistry","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":[0.0003988816,0.0008296513,0.0004354473,0.0001890174,0.0002742815,0.0004322615,0.0002671133,0.0004018561,0.0006202286],"category_scores_gemma":[0.0002845906,0.0001735453,0.0003873711,0.000181711,0.0002206913,0.000292504,0.000250151,0.0005912512,0.0002822942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002963736,"about_ca_system_score_gemma":0.0002613415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001254851,"about_ca_topic_score_gemma":0.001427834,"domain_scores_codex":[0.9996706,0.00005311484,0.00002498054,0.0001102243,0.00008197547,0.0000590495],"domain_scores_gemma":[0.9996901,0.00006707735,0.00009404804,0.00003863654,0.00007485966,0.00003542943],"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":[0.00005614515,0.00002868834,0.0001127013,0.00002699678,0.00000417536,0.00001381761,0.0000143215,0.00004243109,0.9992095,0.000006873837,0.00000696971,0.0004774159],"study_design_scores_gemma":[0.000006963403,0.001012794,0.002121049,0.000005385562,0.00002002503,0.00005214724,0.00002294593,0.0003164666,0.9958748,0.00001726604,0.0005431365,0.000006858454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924936,0.0007738829,0.005328761,0.00003227117,0.00001796105,0.0000704323,0.0005334191,0.00007612354,0.0006736114],"genre_scores_gemma":[0.9844432,0.00106133,0.009532614,0.0000634064,0.00001761199,0.0002252166,0.001256884,0.00006841889,0.00333137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001254851,"threshold_uncertainty_score":0.00249511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123500227792752,"score_gpt":0.2782330246057437,"score_spread":0.2469980223278161,"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."}}