{"id":"W4281476763","doi":"10.3390/f13060826","title":"Shear Property and Uniform Vertical Load Capacity of Bamboo I-Beams","year":2022,"lang":"en","type":"article","venue":"Forests","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bamboo; Flange; Bearing capacity; Shear (geology); Materials science; Stiffness; Structural engineering; Load bearing; Beam (structure); Composite material; Shear force; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001049371,0.00005619826,0.00008566712,0.000002998676,0.000232835,0.00001184793,0.0001250163,0.00002294163,0.0004367361],"category_scores_gemma":[0.00001241963,0.00001679853,0.00003107813,0.0001139178,0.00008633035,0.00004095727,0.0001485987,0.00008546117,0.000008038869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002261895,"about_ca_system_score_gemma":0.000008602748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000820299,"about_ca_topic_score_gemma":0.000688198,"domain_scores_codex":[0.9994407,0.0000205742,0.0001085646,0.0001349599,0.0001620105,0.0001331393],"domain_scores_gemma":[0.9998277,0.00002380854,0.00001846989,0.00004477814,0.00002955564,0.00005569919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003110747,0.001094754,0.1889367,0.00007548464,0.00005780184,0.000006152714,0.001091301,0.0001518778,0.5343893,0.03605608,0.01714181,0.2206876],"study_design_scores_gemma":[0.0002000971,0.0007661571,0.7179406,0.000009278054,0.00001316045,0.00002278972,0.000359143,0.001164505,0.006116503,0.002863914,0.2703386,0.0002052784],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963877,0.00005347759,0.000001872088,0.001830716,0.000024079,0.000147982,0.00003400577,0.00002140742,0.001498824],"genre_scores_gemma":[0.9991409,0.000007328111,0.00005206577,0.0001246083,0.00003337132,0.00004371745,0.000009913804,5.465712e-7,0.0005875587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5290039,"threshold_uncertainty_score":0.4781954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02867771322601912,"score_gpt":0.2042329414373042,"score_spread":0.1755552282112851,"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."}}