{"id":"W2161998253","doi":"10.1177/0021998314554123","title":"Reduction of water absorption capacity of cellulose fibres for its application in cementitious materials","year":2014,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tri Y Environmental Research Institute (Canada)","funders":"","keywords":"Adsorption; Materials science; Cementitious; Cellulose; Absorption of water; Cement; Composite material; Grinding; Chemical engineering; Calcium hydroxide; Absorption (acoustics); Organic chemistry; 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":[0.002244825,0.0001504253,0.0006654318,0.0002442873,0.00005045142,0.00004019584,0.0002364211,0.00007392801,0.0001540971],"category_scores_gemma":[0.00009680971,0.0001123231,0.00007284486,0.00007775988,0.0001181527,0.0003723793,0.00007857814,0.0000460346,0.000009279562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007991258,"about_ca_system_score_gemma":0.0000182425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005505485,"about_ca_topic_score_gemma":0.000003041604,"domain_scores_codex":[0.9975794,0.0003040422,0.001283277,0.0001694362,0.0003953697,0.00026845],"domain_scores_gemma":[0.99805,0.0001013771,0.001051003,0.0001853994,0.0005630894,0.00004912027],"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":[0.0006905536,0.0001316811,0.00001366887,0.0004940015,0.00002028182,5.554028e-7,0.0003550936,0.0003118308,0.9971933,0.0006458407,0.00003723985,0.0001059629],"study_design_scores_gemma":[0.0008776067,0.0003806267,0.0002648229,0.0001450655,0.00003223419,0.00001265367,0.00003552185,0.00001862549,0.994523,0.003376658,0.0002282357,0.0001049616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910161,0.00007288177,0.007545338,0.0001739186,0.0005424006,0.000501105,0.0001072233,0.000008583077,0.00003243062],"genre_scores_gemma":[0.9964778,0.00007083886,0.00309572,0.000006559925,0.0002558839,0.00003175659,0.00001879039,0.00001722125,0.00002540782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005461702,"threshold_uncertainty_score":0.4580402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02247298701224886,"score_gpt":0.2843712436596064,"score_spread":0.2618982566473576,"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."}}