{"id":"W4401946672","doi":"10.3390/su16177451","title":"Innovative Cross-Sectional Configurations for Low-Cost Bamboo Composite (LCBC) Structural Columns","year":2024,"lang":"en","type":"article","venue":"Sustainability","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Natural Sciences and Engineering Research Council of Canada; Newcastle University","keywords":"Bamboo; Epoxy; Materials science; Filler (materials); Composite material; Composite number; Compressive 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":[],"consensus_categories":[],"category_scores_codex":[0.0002248302,0.0001308631,0.0001244589,0.00001219113,0.0006793041,0.0003966254,0.0001757238,0.00009352702,0.0003773869],"category_scores_gemma":[0.0001178223,0.00005562537,0.0001064426,0.0005220694,0.0002429197,0.0002164019,0.00005518711,0.0001490178,0.00001503505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002792607,"about_ca_system_score_gemma":0.0001084197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002709518,"about_ca_topic_score_gemma":0.0002321411,"domain_scores_codex":[0.9988505,0.00003537782,0.0002834038,0.0004107072,0.0001289338,0.0002910798],"domain_scores_gemma":[0.9983783,0.0002308301,0.00004096991,0.0000797591,0.001200415,0.00006968823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002943054,0.0002804006,0.4240584,0.0006001779,0.0001280213,0.000005158449,0.0006678909,0.0002455056,0.1074465,0.3104852,0.003105512,0.1526828],"study_design_scores_gemma":[0.0001004318,0.00008890261,0.9055536,0.000008144156,0.000006398162,0.000004481446,0.0003475745,0.001609407,0.001028456,0.01646783,0.07459596,0.0001887748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933307,0.00006355927,0.0002538757,0.003497391,0.0002192985,0.001308677,0.0006583618,0.0001640623,0.0005041162],"genre_scores_gemma":[0.9968131,0.000001358245,0.0000718298,0.0001541427,0.0002917432,0.0005097837,0.0004887524,0.000001588627,0.001667749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4814952,"threshold_uncertainty_score":0.5224726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240912302662715,"score_gpt":0.3082245497443933,"score_spread":0.2858154267177662,"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."}}