{"id":"W2048527548","doi":"10.1016/j.cemconres.2008.08.001","title":"New perspectives on maturity method and approach for high performance concrete applications","year":2008,"lang":"en","type":"article","venue":"Cement and Concrete Research","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Maturity (psychological); Computer science; Property (philosophy); Process (computing); Capability Maturity Model; Process engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009214965,0.0001810394,0.000249165,0.0001872483,0.00046169,0.000107318,0.000187472,0.0000962002,0.0001219383],"category_scores_gemma":[0.00002485843,0.0001682717,0.00003096697,0.0002122855,0.0001780202,0.0001283576,0.0001229476,0.00029335,0.0000132033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007140508,"about_ca_system_score_gemma":0.00006329809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004855052,"about_ca_topic_score_gemma":2.100363e-7,"domain_scores_codex":[0.9982962,0.00009941671,0.0001957624,0.0004153,0.0004444757,0.0005488214],"domain_scores_gemma":[0.999073,0.0002616419,0.00001779177,0.0002783002,0.0001474202,0.0002218799],"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":[0.002229539,0.00002168089,0.001651138,0.003934646,0.000977804,0.00001840549,0.01155686,0.0002961641,0.6514079,0.106754,0.03638673,0.1847651],"study_design_scores_gemma":[0.01733323,0.005985301,0.009113481,0.0003046049,0.0001854562,0.0001443856,0.01351749,0.2320186,0.5176619,0.002125919,0.1981144,0.003495211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448437,0.003170937,0.0412213,0.0001923106,0.00004407797,0.002071851,0.00004528012,0.0001394664,0.00827105],"genre_scores_gemma":[0.9786612,0.00870662,0.01026137,0.0000183967,0.0002842017,0.0007259678,0.00005003656,0.00003619707,0.001255996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2317224,"threshold_uncertainty_score":0.6861923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06198651514724725,"score_gpt":0.3319259361230484,"score_spread":0.2699394209758011,"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."}}