{"id":"W2910829630","doi":"10.11159/ffhmt16.153","title":"Effect of Local Temperature during Service on the Mechanical Properties of Concrete","year":2016,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Materials science; Computer science; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000347134,0.0002037684,0.0003085371,0.0000549738,0.00003244056,0.00002952849,0.0004366127,0.0001070485,0.00007944131],"category_scores_gemma":[0.00006289093,0.0000937002,0.00008599967,0.00006992416,0.0001236338,0.0001116261,0.00004043831,0.0001284408,0.000003201374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003194063,"about_ca_system_score_gemma":0.0000143092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001153882,"about_ca_topic_score_gemma":0.000001095038,"domain_scores_codex":[0.9989951,0.00002468586,0.0002982891,0.0001725297,0.0003636928,0.0001457464],"domain_scores_gemma":[0.9994614,0.0001251373,0.00001924132,0.0001045262,0.0002541855,0.00003553718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006949912,0.000003096295,0.00002189835,0.0005980088,0.00009275653,1.837499e-7,0.0001291986,0.00002530648,0.9842283,0.01394193,0.00002744655,0.0002368406],"study_design_scores_gemma":[0.0007501217,0.000267331,0.00005707737,0.00150177,0.00003153559,0.000003365634,0.00004132941,0.006100752,0.9910433,0.00007704136,0.00001660113,0.0001097171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965927,0.00003286854,0.00003978226,0.001567221,0.0003101296,0.0003706612,0.00004969304,0.00003722731,0.0009996927],"genre_scores_gemma":[0.9997039,0.00006783275,0.00001456417,0.00005963712,0.00005350789,0.00004129588,6.402842e-7,0.00002285117,0.00003571558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01386489,"threshold_uncertainty_score":0.3820983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028111811088561,"score_gpt":0.1942116606318315,"score_spread":0.1839305425209459,"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."}}