{"id":"W4385602232","doi":"10.1007/978-3-031-34159-5_80","title":"Commonalities in the Degradation of Two Reinforced Concrete Structures Constructed in the Early Twentieth Century in Southern Alberta","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Aqueduct; Reinforced concrete; Engineering; Civil engineering; Forensic engineering; Geography; Archaeology; Structural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000343874,0.0005140146,0.0006336688,0.0008704148,0.00002106729,0.00006515371,0.0005122846,0.000373739,0.00006893969],"category_scores_gemma":[0.000193026,0.0003924502,0.0001549629,0.0006198614,0.00007246017,0.00009582045,0.00003758468,0.001340396,0.000003204637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399195,"about_ca_system_score_gemma":0.00002495804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002506516,"about_ca_topic_score_gemma":0.01447532,"domain_scores_codex":[0.998049,0.00005305704,0.0008209679,0.0002751132,0.0004119806,0.0003898595],"domain_scores_gemma":[0.9981597,0.001212723,0.0001132687,0.0004542619,0.00002988107,0.00003013911],"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":[0.00001000835,4.643095e-7,0.0002637249,0.0001973663,0.00005724211,0.00001859306,0.005885025,0.9793196,0.0003520914,0.01329339,0.00000626599,0.000596169],"study_design_scores_gemma":[0.001690809,0.00004309583,0.003294449,0.001447534,0.0001009613,0.00003481294,0.0009431129,0.9849248,0.0006227175,0.00526897,0.0003595054,0.001269225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8541721,0.008311113,0.09444861,0.0008015889,0.004224996,0.004439737,0.0006320705,0.001258561,0.03171119],"genre_scores_gemma":[0.9988463,0.0001267311,0.0002149157,0.00004224249,0.00007980684,0.00002637922,0.0001794781,0.0001014947,0.0003826395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446742,"threshold_uncertainty_score":0.9998527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191468861807779,"score_gpt":0.2086665822280113,"score_spread":0.1967518936099335,"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."}}