{"id":"W2348887754","doi":"","title":"Some Design Problems of Continues Cold-Formed Steel Purlin","year":2009,"lang":"en","type":"article","venue":"Construction & Design for Project","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural engineering; Engineering; China; Cold forming; Disadvantaged; Cold-formed steel; Political science; Law; Finite element method","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003671461,0.0002647583,0.0004519956,0.0003409595,0.00009855819,0.00005828762,0.0002001693,0.0001563226,0.00001140736],"category_scores_gemma":[0.0001148305,0.00025379,0.0001824479,0.0004362667,0.0001097253,0.0003153741,0.00001007502,0.0001453497,0.00000518932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102871,"about_ca_system_score_gemma":0.00008652592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001520212,"about_ca_topic_score_gemma":0.000001394584,"domain_scores_codex":[0.9985405,0.00007370534,0.0005245221,0.0002827179,0.0002114313,0.0003671451],"domain_scores_gemma":[0.9991603,0.000167248,0.0001619662,0.0002793487,0.0001709408,0.00006015658],"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":[0.0001733711,0.00002960988,0.0001781918,0.0002841845,0.0004124889,0.000002428521,0.0003962654,0.04044865,0.9098012,0.006570928,0.006676899,0.03502573],"study_design_scores_gemma":[0.001532236,0.0004819367,0.0003777914,0.0001487266,0.0002653137,0.00006163449,0.0001897656,0.05825648,0.9262568,0.01001415,0.001854627,0.0005604703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1350065,0.002818114,0.8524952,0.00008383614,0.001378421,0.005529099,0.00008864105,0.0017377,0.0008624598],"genre_scores_gemma":[0.8254532,0.0001460021,0.1737837,0.00001728826,0.0001889038,0.0001624095,0.00001766435,0.00004656348,0.0001842956],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6904467,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03510298515787784,"score_gpt":0.2456736591149164,"score_spread":0.2105706739570385,"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."}}