{"id":"W2320974596","doi":"10.1007/978-3-319-17843-1_1","title":"Loads and Codes","year":2015,"lang":"en","type":"book-chapter","venue":"Bridges","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001923663,0.0001158715,0.000157107,0.00004223574,0.00001344232,0.00002391716,0.00003528881,0.00009161214,0.0001430718],"category_scores_gemma":[0.000003004153,0.0001002086,0.00003046519,0.00000704959,0.00001881433,0.00002745347,0.000013971,0.00006268812,0.00002980895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001898444,"about_ca_system_score_gemma":0.000003608289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005498602,"about_ca_topic_score_gemma":0.000009656177,"domain_scores_codex":[0.9996961,0.000001051353,0.00008379581,0.00008698815,0.00007582321,0.00005627325],"domain_scores_gemma":[0.9998291,0.000006517972,0.0000170666,0.00007796672,0.0000310123,0.00003833563],"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":[0.00001610883,0.000003865746,0.0003043601,0.0004806386,0.001020673,0.00005294921,0.0002786497,0.186706,0.0002262613,0.1876234,0.3322591,0.2910279],"study_design_scores_gemma":[0.0002564875,0.00003076606,0.001364447,0.0001495974,0.0002906237,0.00003694285,0.00001078007,0.07549956,0.0002117755,0.01099671,0.9103285,0.0008238228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001132447,0.01891651,0.001297213,0.00006707628,0.0003067142,0.0000922129,0.00007112145,0.0002790582,0.9778376],"genre_scores_gemma":[0.1414996,0.006547854,0.001168302,0.00005364438,0.0007955573,0.000003680113,0.0003154429,0.0001241042,0.8494918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5780693,"threshold_uncertainty_score":0.4086387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890042204883053,"score_gpt":0.2015153908652203,"score_spread":0.1826149688163898,"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."}}