{"id":"W4398140937","doi":"10.3390/app14104307","title":"A Comprehensive Review of Plant-Based Biopolymers as Viscosity-Modifying Admixtures in Cement-Based Materials","year":2024,"lang":"en","type":"review","venue":"Applied Sciences","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"Materials science; Cement; Composite material","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"],"consensus_categories":[],"category_scores_codex":[0.001971561,0.0007323137,0.002900532,0.0007776698,0.000279281,0.0001721954,0.001426465,0.000179627,0.0004738179],"category_scores_gemma":[0.0001739952,0.0004976246,0.0003028712,0.001847157,0.001584584,0.0001207914,0.0004791626,0.0003415947,0.0003980704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200544,"about_ca_system_score_gemma":0.001618947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001172426,"about_ca_topic_score_gemma":0.00001096795,"domain_scores_codex":[0.9944821,0.0004212791,0.001408916,0.00131453,0.001436426,0.0009367527],"domain_scores_gemma":[0.9975326,0.0008965033,0.0007743298,0.0005629506,0.00008230374,0.0001513201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005744965,0.0002105347,5.054474e-7,0.8446793,0.00009682251,0.0001456253,0.00009946599,0.00007015606,0.0761603,0.003278407,0.001240258,0.07396118],"study_design_scores_gemma":[0.0004719357,0.0002784747,3.094742e-7,0.308805,0.0006897353,0.00001068153,0.0002279369,0.00002120138,0.1044507,0.000394654,0.5833828,0.001266552],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001483045,0.9954692,0.00004552684,0.0001027497,0.0004350398,0.002234865,0.0006039626,0.0000900853,0.0008702811],"genre_scores_gemma":[0.0005192549,0.9969689,0.001184372,0.0003272337,0.00007076156,0.0007354735,0.0001282975,0.00004407345,0.00002159683],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5821426,"threshold_uncertainty_score":0.9997475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09324387390095552,"score_gpt":0.4026438416280542,"score_spread":0.3093999677270987,"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."}}