{"id":"W4246871035","doi":"10.1002/9783527337316.ch14","title":"N","year":2014,"lang":"en","type":"other","venue":"","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007292174,0.0006879859,0.0005190664,0.001364569,0.001251221,0.003199936,0.0009495553,0.001219463,0.441249],"category_scores_gemma":[0.002450636,0.000238246,0.000580546,0.001294591,0.0005895447,0.002047834,0.001816559,0.001208317,0.3084674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001572116,"about_ca_system_score_gemma":0.001795327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004141466,"about_ca_topic_score_gemma":0.008572447,"domain_scores_codex":[0.9991472,0.0001017819,0.00003247209,0.0001735203,0.0004582084,0.00008674459],"domain_scores_gemma":[0.9992163,0.00009267415,0.00003940045,0.0001625124,0.0004104707,0.00007861868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003437382,0.00003377729,0.0002566491,0.0001344138,0.000004286323,0.00003529482,0.00007488469,0.0003943708,0.0009735555,0.07080723,0.7286322,0.198619],"study_design_scores_gemma":[0.00000132749,0.000004125144,0.0001112014,0.00004006153,0.000001203921,0.00002532726,0.00002317029,0.0001046506,0.0002435767,0.003589716,0.9958529,0.000002708676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003947766,0.0009304575,0.005890161,0.001462438,0.004096902,0.00005168074,0.0008341096,0.0003988571,0.9859406],"genre_scores_gemma":[0.002274049,0.001244453,0.002643903,0.0007719819,0.000541273,0.00005033234,0.0008207675,0.0004091563,0.9912441],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.558751,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001864184369194645,"score_gpt":0.1490314744553236,"score_spread":0.1471672900861289,"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."}}