{"id":"W2909942455","doi":"","title":"Aversion and Warning Factors for Assessing Existing Reinforced Concrete Structures","year":2018,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forensic engineering; Reinforced concrete; Engineering; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000356087,0.0003727189,0.0003893337,0.0003265546,0.0004338683,0.0005399296,0.0003488263,0.0002516284,0.00002406189],"category_scores_gemma":[0.0001805476,0.00041178,0.00008436207,0.0002060074,0.0001588959,0.001721564,0.0001964138,0.000277354,0.00001950508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734745,"about_ca_system_score_gemma":0.00002928544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003171633,"about_ca_topic_score_gemma":0.00002195484,"domain_scores_codex":[0.9984699,0.0001263655,0.0002522159,0.0004232954,0.0002109534,0.000517192],"domain_scores_gemma":[0.9988293,0.0003837103,0.0001343341,0.0003096031,0.0001344214,0.0002086204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001911211,0.000001262353,0.5625425,0.0007923669,0.0002180131,0.0000896274,0.002338575,0.0003317577,0.4316917,0.0003652788,0.000004608593,0.001433167],"study_design_scores_gemma":[0.00371046,0.0004983402,0.5136184,0.0009368255,0.000299734,0.00005672174,0.001384318,0.0006449311,0.4715399,0.0001021869,0.005249279,0.00195894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935474,0.00003978953,0.004399116,0.00001031997,0.0007758231,0.0003703874,0.00002848788,0.0005785956,0.0002500292],"genre_scores_gemma":[0.9985602,0.000008885357,0.0005086731,0.00004671634,0.0002379574,0.000001068434,0.00003667872,0.00008139285,0.0005183488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04892415,"threshold_uncertainty_score":0.9998334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08014580700325563,"score_gpt":0.3105329125102965,"score_spread":0.2303871055070409,"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."}}