{"id":"W4238879111","doi":"10.1061/ciegag.0001313","title":"Step by Step","year":2018,"lang":"en","type":"article","venue":"Civil engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Deck; Suspension (topology); Nova scotia; Lift (data mining); Engineering; Span (engineering); Structural engineering; Superstructure; Forensic engineering; Civil engineering; Computer science; Archaeology; Geography; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00005617072,0.0002129123,0.0001824421,0.0001334797,0.00004403411,0.00004622362,0.00015897,0.00008371115,0.0004235516],"category_scores_gemma":[0.00002059766,0.000224478,0.00007162243,0.0003679343,0.00002710459,0.0001397379,0.00001977025,0.0001482124,0.0001340326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006770864,"about_ca_system_score_gemma":0.000004487139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000934532,"about_ca_topic_score_gemma":0.00001941927,"domain_scores_codex":[0.9991609,0.000003954015,0.0001986765,0.0001683975,0.0001469586,0.00032109],"domain_scores_gemma":[0.9995478,0.00002457971,0.00001269141,0.0002497925,0.00003528252,0.0001298187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004337289,0.00001088701,0.0001128807,0.0001707343,0.0003145471,0.000006959448,0.0001796881,0.7012129,0.09427404,0.001387219,0.1793022,0.02302368],"study_design_scores_gemma":[0.0001459066,0.00001662215,0.0001953784,0.00001906309,0.00001626118,0.000005827761,0.00001805217,0.8809389,0.0117251,0.000002829213,0.106643,0.0002730591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01294521,0.0005548041,0.9786223,0.00002203941,0.0008172175,0.00005838103,0.0000117698,0.001602455,0.00536588],"genre_scores_gemma":[0.9950764,0.00003009472,0.004117887,0.00002878264,0.0003147292,0.00001180059,0.00001781565,0.00006741555,0.0003350979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9821312,"threshold_uncertainty_score":0.9153948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004089485853583583,"score_gpt":0.1815706454288137,"score_spread":0.1774811595752301,"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."}}