{"id":"W4393943572","doi":"10.1017/rdc.2024.20","title":"SQUEAKY CLEAN CELLULOSE: COMPARING PRETREATMENT EFFECTIVENESS ON SINGLE TREE RINGS AND WOODEN LATHS","year":2024,"lang":"en","type":"article","venue":"Radiocarbon","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cellulose; Radiocarbon dating; Materials science; Atomic force microscopy; Crystallography; Geology; Chemistry; Mineralogy; Metallurgy; Nanotechnology; Paleontology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007899761,0.0001975982,0.0001972724,0.00005311601,0.00002610649,0.00009023271,0.00007154913,0.00008534982,0.000002499852],"category_scores_gemma":[0.000004035871,0.0001875145,0.00005072871,0.0001037397,0.00002423415,0.0000562667,0.00002327464,0.000167783,0.00001979542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002258471,"about_ca_system_score_gemma":0.000006566069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000155194,"about_ca_topic_score_gemma":0.000003504412,"domain_scores_codex":[0.9992908,0.00001581483,0.0001135477,0.0002548769,0.000118932,0.0002060911],"domain_scores_gemma":[0.9996275,0.00009830332,0.000008730118,0.0001743917,0.000003655944,0.00008736554],"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":[0.00008260196,0.0003301347,0.01315837,0.004660145,0.001083818,0.0006083778,0.002841468,0.004809683,0.9075314,0.002787351,0.004180028,0.05792666],"study_design_scores_gemma":[0.0004250439,0.0001199347,0.001957173,0.0005196024,0.00005513314,0.00002275884,0.00002740257,0.02385057,0.9716726,0.00017381,0.0009102284,0.000265747],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354067,0.002606175,0.00005083497,0.0000115121,0.0003155962,0.0001248321,0.000002274819,0.0005688253,0.06091325],"genre_scores_gemma":[0.999454,0.00003875472,0.00006941934,0.000006180538,0.0001571019,0.00001932332,0.000007507413,0.00005377038,0.0001939204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06414124,"threshold_uncertainty_score":0.764662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008616155580056614,"score_gpt":0.1984495648119621,"score_spread":0.1898334092319055,"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."}}