{"id":"W4285296303","doi":"10.2749/prague.2022.1337","title":"Toward Crack-based Assessment of Shear-distressed Reinforced Concrete Infrastructure","year":2022,"lang":"en","type":"article","venue":"Report","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Prioritization; Reinforced concrete; Computer science; Risk analysis (engineering); Construction engineering; Engineering; Structural engineering; Business; Management 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001864289,0.0002508414,0.000395855,0.0001301394,0.00009790788,0.00002421307,0.000304722,0.00008501233,0.001541158],"category_scores_gemma":[0.00004589495,0.000265234,0.0001846069,0.0002992319,0.00006302332,0.0001070669,0.0001100711,0.0004483217,0.00000214721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172526,"about_ca_system_score_gemma":0.0002452228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004504967,"about_ca_topic_score_gemma":1.020922e-7,"domain_scores_codex":[0.9980056,0.00002737377,0.0006807583,0.0002506233,0.0007092739,0.0003263261],"domain_scores_gemma":[0.9988621,0.00005111835,0.0002357533,0.0006369824,0.00009418085,0.0001197907],"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":[0.00003349055,2.289506e-7,0.00577807,0.0002389835,0.0001212699,0.001328558,0.0001609741,0.7646136,0.2235077,0.000661368,0.002227202,0.001328536],"study_design_scores_gemma":[0.002882812,0.0004811954,0.0644792,0.00008083692,0.0002615878,0.002573597,0.0004883248,0.5535581,0.3423333,0.00007974456,0.03112509,0.00165623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847898,0.00004767592,0.003908387,0.00004675343,0.000849567,0.0003760838,0.00008229204,0.000453667,0.009445732],"genre_scores_gemma":[0.9938391,0.000003437634,0.005311057,0.00004540214,0.0000466915,0.00007499213,0.0002490599,0.00005103253,0.0003792341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2110554,"threshold_uncertainty_score":0.99998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311298326425391,"score_gpt":0.2570718063495269,"score_spread":0.243958823085273,"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."}}