{"id":"W2996158620","doi":"10.14288/1.0378653","title":"Paper straws : an investigation into surface modification and hydrophobization of cellulose","year":2019,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cellulose; Surface modification; Materials science; Pulp and paper industry; Composite material; Chemical engineering; Polymer science; Engineering","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":[0.0002030315,0.0003748208,0.0001696023,0.0001661603,0.000207766,0.0002036154,0.0001543111,0.0002635366,0.001583861],"category_scores_gemma":[0.0002240106,0.0001171546,0.000241873,0.0001975301,0.0001750712,0.0002573995,0.0001324165,0.0003059766,0.0002073809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001662587,"about_ca_system_score_gemma":0.0001596095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007306684,"about_ca_topic_score_gemma":0.001301986,"domain_scores_codex":[0.9998791,0.00001688327,0.000005625416,0.00002505867,0.00004362336,0.00002964693],"domain_scores_gemma":[0.9998575,0.00003549113,0.00003298856,0.00001423345,0.00003556028,0.00002422562],"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":[0.00001126524,0.000008024543,0.0001100873,0.00001698508,0.00000177253,0.00002200265,0.00001349149,0.00001596717,0.9993172,0.000009957157,0.000006787854,0.0004664815],"study_design_scores_gemma":[0.000002008009,0.0002030802,0.004318232,0.000002126559,0.000004578716,0.00005631803,0.00004545831,0.0002003631,0.9944475,0.00001309094,0.0007051207,0.000002109944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951394,0.0004779627,0.002986122,0.00004224725,0.0000203832,0.00004341255,0.0001208843,0.00002059807,0.001148953],"genre_scores_gemma":[0.9910149,0.0006475046,0.004970292,0.0000604016,0.00001339625,0.00003164128,0.0002474445,0.00002366401,0.002990949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001583861,"threshold_uncertainty_score":0.005298615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171263813729658,"score_gpt":0.2076417460136384,"score_spread":0.1959291078763418,"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."}}