{"id":"W2355206811","doi":"","title":"Prevention and Treatment of the Concrete Cracks in Construction","year":2005,"lang":"en","type":"article","venue":"","topic":"Evaluation Methods in Various Fields","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Forensic engineering; Structural engineering; Engineering; Geotechnical engineering; Materials science; Civil engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001795037,0.00003011532,0.00004313279,0.000007791271,0.00001979194,0.000002714122,0.00002815622,0.00002809171,0.001633323],"category_scores_gemma":[0.00002182526,0.00001931699,0.00001429764,0.00005652095,0.00009241203,0.00005270605,0.00002022457,0.00001877303,0.00001106495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000071587,"about_ca_system_score_gemma":0.000004222234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001690733,"about_ca_topic_score_gemma":0.0005017338,"domain_scores_codex":[0.999613,0.0000899113,0.0001010284,0.00007325638,0.00008160773,0.00004115481],"domain_scores_gemma":[0.9998275,0.00003730302,0.00003725546,0.00008660736,0.000001792618,0.00000954581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007866622,0.00001719637,0.5185451,0.000001235133,0.000003688119,7.466482e-8,0.000749331,0.0007040446,0.01167957,0.001674477,0.00007580154,0.4665416],"study_design_scores_gemma":[0.001340143,0.0002472482,0.8788028,0.00001183818,0.0000232322,0.00001405938,0.0002818846,0.01161893,0.09217678,0.008420891,0.00694527,0.0001169583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725391,0.00001308287,0.001518891,0.0004689347,0.00003599755,0.0001500231,2.102324e-7,0.000004417278,0.02526931],"genre_scores_gemma":[0.9153885,0.0000273386,0.08294262,0.00004809311,0.0000084669,0.000006327352,1.740096e-7,0.000001487926,0.001576972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4664247,"threshold_uncertainty_score":0.9992793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624592156292056,"score_gpt":0.3225656741462921,"score_spread":0.2963197525833715,"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."}}