{"id":"W2467660176","doi":"10.5539/mas.v10n10p62","title":"Nonlinear Damage Mechanics Approach in Investigating Cracks in Reinforced Concrete Flexural Members","year":2016,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concrete cover; Structural engineering; Parametric statistics; Nonlinear system; Damage mechanics; Reinforcement; Reinforced concrete; Bending; Cover (algebra); Materials science; Flexural strength; Variable (mathematics); Reinforced solid; Computer science; Composite material; Mathematics; Engineering; Physics; Mechanical engineering; Mathematical analysis; Statistics; Finite element method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003487251,0.0004686523,0.0002639742,0.0009065156,0.000230825,0.0003006456,0.0004996415,0.000650739,0.0007583494],"category_scores_gemma":[0.0007323959,0.0002217492,0.0003477437,0.0002843973,0.0005844098,0.0008226113,0.0005121817,0.0003434978,0.0002048322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728275,"about_ca_system_score_gemma":0.000303772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001305497,"about_ca_topic_score_gemma":0.002513542,"domain_scores_codex":[0.9996659,0.00008485444,0.000009991829,0.00006321019,0.0001533895,0.00002274402],"domain_scores_gemma":[0.9996011,0.0001631384,0.00007616697,0.00004694105,0.00009390945,0.00001878115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002319592,0.000322889,0.03334653,0.0005506797,0.0001035922,0.0006640452,0.001009792,0.5038369,0.2529527,0.01324332,0.000219454,0.1935182],"study_design_scores_gemma":[0.000007914929,0.0003318003,0.0128303,0.00002458633,0.00002501516,0.0003744436,0.0002125299,0.9596683,0.02283883,0.002685756,0.0009673435,0.00003307876],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5217847,0.0009385,0.4727201,0.0001046149,0.0000262818,0.0001106963,0.00004255433,0.0001296766,0.004142995],"genre_scores_gemma":[0.9557035,0.0004997637,0.04104192,0.00001728549,0.00001698345,0.00005102706,0.00002788811,0.00001601625,0.002625566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001305497,"threshold_uncertainty_score":0.002595842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718468798831893,"score_gpt":0.2318777958383614,"score_spread":0.2146931078500424,"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."}}