{"id":"W4404721093","doi":"10.3390/polym16233289","title":"Effect of Treatment Methods on Material Properties and Performance of Sawdust-Concrete and Sawdust-Polymer Composites","year":2024,"lang":"en","type":"review","venue":"Polymers","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Sawdust; Materials science; Composite material; Ultimate tensile strength; Durability; Compressive strength; Absorption of water; Composite number; Curing (chemistry); Pulp and paper industry; Engineering","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":[0.0002211446,0.0003946782,0.001259066,0.0002746093,0.00003715871,0.00003923166,0.00007790751,0.0001914022,0.0000630717],"category_scores_gemma":[0.000007387092,0.0002627,0.0001110629,0.0001718249,0.0001938845,0.00005505286,0.00003929687,0.00009639588,0.000004556839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005649868,"about_ca_system_score_gemma":0.00003858869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002834074,"about_ca_topic_score_gemma":9.027833e-8,"domain_scores_codex":[0.9988293,0.0001645765,0.0005539911,0.0002141608,0.00007828886,0.0001597033],"domain_scores_gemma":[0.9994978,0.0001221599,0.0001264715,0.0002052088,0.0000166012,0.00003177842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005049667,7.380289e-7,0.000003502169,0.0276185,0.0004660975,7.357303e-7,0.00007031275,0.000001427681,0.01472768,0.0001096988,0.00001614494,0.9569347],"study_design_scores_gemma":[0.0003343194,0.001615812,7.453431e-7,0.009916846,0.002490867,0.00008719853,0.00002041917,0.0002994165,0.9226012,0.000001413007,0.06214541,0.0004863786],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1302865,0.8676735,0.000002752999,0.000002342836,0.0009554555,0.0003959457,0.0001435702,0.00006679936,0.0004731866],"genre_scores_gemma":[0.01434172,0.9848357,0.0003052212,0.000003189586,0.0001360734,0.0001144371,0.00003431817,0.00006603482,0.0001633293],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9564483,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031708034931969,"score_gpt":0.3111914906542983,"score_spread":0.2794834557223293,"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."}}