{"id":"W2626893057","doi":"","title":"Mechanical Behaviour of Cold-formed Hollow Structural Section Material","year":2014,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Section (typography); Cold forming; Materials science; Structural engineering; Mechanical engineering; Composite material; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006506575,0.0002419455,0.0005540976,0.00008647799,0.00007890449,0.0000119613,0.0002968125,0.0004179591,0.005249326],"category_scores_gemma":[0.00001079771,0.0003060781,0.0002583375,0.00007123499,0.0000308962,0.0002097771,0.0000310826,0.0001755767,0.000004798571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003411119,"about_ca_system_score_gemma":0.00002798703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07572704,"about_ca_topic_score_gemma":0.08165943,"domain_scores_codex":[0.9990769,0.00003194852,0.0001679332,0.0002253628,0.000296569,0.0002012814],"domain_scores_gemma":[0.999283,0.0000175863,0.0002179604,0.0002854016,0.0001168673,0.00007917666],"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":[0.0006883937,0.00002177557,0.0007469198,0.001352669,0.001193615,0.00001515286,0.00705951,0.001127138,0.9771376,0.001103895,0.0007971234,0.008756267],"study_design_scores_gemma":[0.00180579,0.0003541122,0.7063653,0.0003476068,0.002168035,0.000008075796,0.01449324,0.008441934,0.2644007,0.00005541574,0.0002867532,0.001272994],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902453,0.00006292794,0.00006659018,0.000005730627,0.001533219,0.0001342081,0.00005807013,0.0001371245,0.00775682],"genre_scores_gemma":[0.9953345,0.00004391061,0.0008926022,6.439393e-7,0.0001066322,2.955651e-7,0.0003759521,0.00003336749,0.003212111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7127368,"threshold_uncertainty_score":0.9999391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005881749431286961,"score_gpt":0.2097132803548414,"score_spread":0.2038315309235544,"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."}}