{"id":"W4387398131","doi":"10.1088/1755-1315/1244/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Geotechnical and construction materials studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Earthquake engineering; Indonesian; Engineering; Civil engineering; Library science; Forensic engineering; Computer science; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001484216,0.001106135,0.0008978341,0.001979757,0.002941545,0.004697842,0.001675287,0.001854246,0.6142372],"category_scores_gemma":[0.007222393,0.0003588382,0.000680773,0.001658949,0.0006245947,0.003502358,0.002651338,0.00322904,0.4463729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017667,"about_ca_system_score_gemma":0.002934416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003408229,"about_ca_topic_score_gemma":0.003712263,"domain_scores_codex":[0.998902,0.0001519364,0.0000818644,0.0002301288,0.0004981321,0.0001359869],"domain_scores_gemma":[0.9963394,0.0003948377,0.0001190148,0.0003009772,0.002194559,0.0006512363],"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":[0.00002992724,0.00001955326,0.00009357915,0.00009874046,0.00000184848,0.00004523026,0.00008140942,0.00004479925,0.0001263942,0.002739712,0.962509,0.03420959],"study_design_scores_gemma":[0.000003257458,0.00001387704,0.0001734072,0.00007338622,0.000001077621,0.00004463444,0.00009529953,0.00002266089,0.00004598427,0.0008511494,0.9986717,0.000003619486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00156257,0.008113399,0.005173083,0.02238195,0.1315225,0.0009213047,0.01212865,0.002096639,0.8160998],"genre_scores_gemma":[0.005595397,0.004506468,0.002259553,0.005898045,0.01304329,0.0004209304,0.01122387,0.0007424246,0.9563099],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3857628,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007194127187871,"score_gpt":0.1770990741137548,"score_spread":0.1670271328418761,"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."}}