{"id":"W4245188507","doi":"10.1088/1757-899x/690/1/011001","title":"Preface","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Library science; Schedule; Architecture; Political science; Management; Media studies; Engineering; Sociology; Medicine; Computer science; Visual arts; Art","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":[0.0001800052,0.0001644985,0.0001922834,0.0001548873,0.00005662001,0.0002690767,0.0001880393,0.00004393556,0.0003282134],"category_scores_gemma":[0.00002775644,0.0001533565,0.0000147701,0.0003598653,0.00009265316,0.0007753605,0.00004721565,0.00006499705,0.0000501417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004201292,"about_ca_system_score_gemma":0.00002954349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009070661,"about_ca_topic_score_gemma":0.000001080073,"domain_scores_codex":[0.9991024,0.000003024406,0.000166089,0.0002051374,0.0002191497,0.0003041653],"domain_scores_gemma":[0.9995986,0.000009654966,0.00001479501,0.0001934256,0.00007912887,0.000104368],"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":[0.000001761701,6.304936e-7,0.00001225473,0.00007363639,0.000007061892,6.552729e-7,0.0001270927,0.0515297,0.9437734,0.00347688,0.00001387877,0.000983009],"study_design_scores_gemma":[0.0001124863,0.00002814635,0.002866383,0.00004496301,0.000007820023,0.00002239943,0.0001747639,0.1202587,0.8742978,0.00004639371,0.001814937,0.0003252023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935614,0.00005643569,0.003681663,0.00004251787,0.0008539504,0.00008670273,0.000006373654,0.000447107,0.001263799],"genre_scores_gemma":[0.9987689,0.00007730086,0.0009223733,0.00001289115,0.00003806383,0.000008601846,0.000002886994,0.00001701626,0.0001519277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06947567,"threshold_uncertainty_score":0.6253697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007743507540127659,"score_gpt":0.1907525311772528,"score_spread":0.1830090236371252,"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."}}