{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006238519,0.0006897344,0.000401567,0.0005008106,0.0008760139,0.0006064074,0.0006185999,0.0009685728,0.01377061],"category_scores_gemma":[0.001272563,0.0003734012,0.0002400116,0.0004285984,0.00103257,0.0007455819,0.00106401,0.0007165191,0.001568179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004450716,"about_ca_system_score_gemma":0.0002349012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001644447,"about_ca_topic_score_gemma":0.002294904,"domain_scores_codex":[0.9991763,0.00007968239,0.00001806763,0.0001528131,0.0003624083,0.0002105569],"domain_scores_gemma":[0.9994623,0.0001958127,0.0000559893,0.00008871564,0.0001366508,0.00006049535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006890616,0.0001395061,0.006072933,0.0001282164,0.00001792339,0.001029955,0.001874816,0.006531867,0.9369001,0.003731026,0.003804766,0.03907989],"study_design_scores_gemma":[0.0001111803,0.003195689,0.1043665,0.0002000207,0.00006517366,0.001334246,0.004331913,0.05166549,0.8061939,0.005864743,0.02253345,0.0001376343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602484,0.0003587996,0.00911501,0.0004365462,0.0001967237,0.0001206015,0.0005260297,0.0003453885,0.02865238],"genre_scores_gemma":[0.9827886,0.000234808,0.003319673,0.0002913148,0.00008703619,0.0000783592,0.0003500436,0.00007149822,0.01277864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01377061,"threshold_uncertainty_score":0.0460673,"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."}}