{"id":"W4389348406","doi":"10.14359/51739148","title":"Family of Thermal Nomograms for Mass Concrete","year":2023,"lang":"en","type":"article","venue":"ACI Materials Journal","topic":"Concrete Properties and Behavior","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Sierra leone; Environmental protection; Ancient history; Ethnology; History","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":[],"consensus_categories":[],"category_scores_codex":[0.0002917589,0.0001001654,0.000207711,0.00005536432,0.00005044194,0.0000761788,0.0001414667,0.00005634374,0.0002432709],"category_scores_gemma":[0.00001238069,0.00007896768,0.00007469067,0.00006657188,0.0000221439,0.00009191582,0.00002078605,0.00005765628,0.00003721888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001496268,"about_ca_system_score_gemma":0.00001215226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005017278,"about_ca_topic_score_gemma":1.279043e-7,"domain_scores_codex":[0.9992696,0.00001686198,0.0003059406,0.00006199004,0.0001019289,0.0002436561],"domain_scores_gemma":[0.9997199,0.00002259729,0.00005357142,0.00009552582,0.00005540093,0.00005300419],"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":[0.00003127001,4.671881e-7,0.00007184554,0.00005157911,0.00002808429,0.000007490376,0.00007838081,0.000145129,0.9948015,0.00001078085,0.001027871,0.003745616],"study_design_scores_gemma":[0.0006133852,0.0001152711,0.001721027,0.00005327821,0.0000428394,0.00002575927,0.0001599596,0.000660583,0.9899923,0.00005874446,0.006388674,0.0001681943],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975053,0.0001402432,0.0003871926,0.00003925663,0.001490779,0.0001272234,0.00007366164,0.0001145045,0.0001218175],"genre_scores_gemma":[0.9985244,0.0001333707,0.000804262,0.00001824338,0.0003454437,0.00001917223,0.00001015981,0.00003510578,0.0001098239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005360804,"threshold_uncertainty_score":0.3220208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902780469363708,"score_gpt":0.2345230997978877,"score_spread":0.2054952951042507,"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."}}