{"id":"W4402423746","doi":"10.24908/iqurcp18066","title":"Mass Timber Beams Under Loading","year":2024,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006558508,0.000314279,0.0002833619,0.0007982342,0.0001812116,0.00108935,0.0003888177,0.0001835516,0.0002259945],"category_scores_gemma":[0.000076848,0.0002897741,0.0001261233,0.001626417,0.0002906488,0.0007777077,0.00007863026,0.00098264,0.0005719048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003677446,"about_ca_system_score_gemma":0.0001105535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000513777,"about_ca_topic_score_gemma":0.000002695015,"domain_scores_codex":[0.997406,0.00002426231,0.0003564179,0.0005107685,0.0008662352,0.0008363298],"domain_scores_gemma":[0.9989028,0.0001731415,0.00001701679,0.000182653,0.0004337527,0.0002906453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002184032,0.00002015908,0.0001589349,0.001471999,0.0008216112,0.00006341183,0.003581105,0.05162409,0.07441524,0.7795821,0.06347781,0.02476169],"study_design_scores_gemma":[0.0001851634,0.00005984467,0.00008872733,0.0004110421,0.00004108817,0.00002659373,0.002110655,0.8304413,0.01446383,0.1392446,0.01232675,0.0006003709],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06443616,0.001623227,0.8282384,0.01934082,0.002392412,0.0007225643,0.00001977725,0.006115641,0.07711098],"genre_scores_gemma":[0.9951969,0.0006545833,0.001303657,0.00003446716,0.0003637395,0.00006829086,0.00001698312,0.00009227296,0.002269055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9307608,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06107417110024965,"score_gpt":0.3375876452786955,"score_spread":0.2765134741784459,"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."}}