{"id":"W1594840108","doi":"10.15376/biores.10.3.4048-4064","title":"Stranding Moso and Guadua Bamboo. Part I: Strand Production and Size Classification","year":2015,"lang":"en","type":"article","venue":"BioResources","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"FPInnovations; Natural Sciences and Engineering Research Council of Canada; University of Cambridge","keywords":"Bamboo; Phyllostachys; Materials science; Composite material; Botany; Horticulture; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001539519,0.0000788644,0.00007899389,0.000003651759,0.0001924852,0.00009853268,0.00005654367,0.00005048381,0.00002650588],"category_scores_gemma":[0.0000552054,0.00003010326,0.00001398315,0.00009004403,0.0001045956,0.00009118026,0.00002435551,0.00004640073,0.000005149453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006662115,"about_ca_system_score_gemma":0.000002943286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008445061,"about_ca_topic_score_gemma":0.0001027093,"domain_scores_codex":[0.9994171,0.00002611731,0.0001111473,0.0002303154,0.00009847147,0.0001168786],"domain_scores_gemma":[0.9997373,0.00003880103,0.00004537423,0.00003922923,0.00003487483,0.0001044369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001112342,0.0001254636,0.09015794,0.00002730349,0.00002419561,7.656996e-7,0.001304988,0.000004782787,0.6329479,0.001240903,0.005883036,0.2681715],"study_design_scores_gemma":[0.0002768344,0.0002926482,0.7040758,0.00004867642,0.00003501968,0.00002025893,0.006060251,0.0002683029,0.006035523,0.0009309269,0.2816182,0.0003376025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941372,0.0006045281,0.000001736603,0.004288688,0.00004107357,0.0001656167,0.000008996397,0.00004846433,0.0007037014],"genre_scores_gemma":[0.9989747,0.000144383,0.00007006878,0.0000549596,0.0002906558,0.00001977747,0.000009245038,7.796868e-7,0.0004354076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6269123,"threshold_uncertainty_score":0.148046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07828214813220652,"score_gpt":0.223298110917065,"score_spread":0.1450159627848585,"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."}}