{"id":"W2909181118","doi":"10.15376/biores.14.1.pelton","title":"Polymers that strengthen never-dried joints between wet cellulose surfaces – A review","year":2019,"lang":"en","type":"review","venue":"BioResources","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Nanocellulose; Materials science; Adhesive; Cellulose; Wet strength; Polymer; Composite material; Pulp (tooth); Adhesion; Polymer science; Chemical engineering; Ultimate tensile strength","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001292664,0.001200092,0.004638422,0.0003175678,0.0002856111,0.000210926,0.001956494,0.00044485,0.002259837],"category_scores_gemma":[0.0004147009,0.00085457,0.0009627289,0.0006678759,0.0006315946,0.0003714386,0.001258235,0.0006832111,0.004779914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515939,"about_ca_system_score_gemma":0.0003626865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152791,"about_ca_topic_score_gemma":0.000005964761,"domain_scores_codex":[0.9933271,0.001048695,0.001243043,0.001513037,0.001475538,0.001392609],"domain_scores_gemma":[0.995321,0.001369364,0.001271223,0.001516864,0.0001088775,0.0004126915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001110655,0.0000780523,0.00007978511,0.1605369,0.0004516097,0.000059273,0.0001809755,7.143444e-7,0.0001376068,0.00003081853,0.01121029,0.8272229],"study_design_scores_gemma":[0.000163937,0.00008001836,0.00001235077,0.0485992,0.001098821,0.000007211708,0.00005208877,5.112699e-7,0.0004236099,0.00001332013,0.9486587,0.0008902483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002997556,0.9935831,0.000006927257,0.0001278912,0.0003991834,0.002299723,0.0009653832,0.0002480813,0.00206995],"genre_scores_gemma":[0.00004219038,0.991381,0.0002941816,0.00009042419,0.0004223762,0.0001835787,0.0002957574,0.0001660577,0.007124463],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9374484,"threshold_uncertainty_score":0.9993905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290794549010618,"score_gpt":0.3573428822169739,"score_spread":0.228263427315912,"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."}}