{"id":"W4255486875","doi":"10.1520/stp49081s","title":"Evaluation of Two Automated Methods for Air-Void Analysis of Hardened Concrete","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete Properties and Behavior","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Void (composites); Materials science; Computer science; Environmental science; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006199511,0.001351486,0.0008393339,0.004518147,0.000710985,0.001116234,0.002446827,0.001343737,0.001599939],"category_scores_gemma":[0.01109342,0.0007725128,0.0006845709,0.00159783,0.0008232296,0.001363415,0.001248218,0.000659192,0.0006110272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237418,"about_ca_system_score_gemma":0.001269675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003937928,"about_ca_topic_score_gemma":0.006748233,"domain_scores_codex":[0.9884728,0.001417288,0.0006707871,0.001805872,0.007291265,0.0003419975],"domain_scores_gemma":[0.982187,0.005052394,0.002131838,0.001508434,0.008792817,0.0003275821],"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":[0.001853309,0.001370357,0.03855837,0.001662261,0.0004765993,0.0002913897,0.001112093,0.009357564,0.5054387,0.001475036,0.002032579,0.4363717],"study_design_scores_gemma":[0.0003387778,0.004330902,0.1124185,0.0001713839,0.0007813282,0.001532477,0.0006362275,0.1365668,0.7307242,0.0007583582,0.01121419,0.0005267652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5686991,0.002978035,0.4197503,0.0001499875,0.000449394,0.0009891733,0.0007850449,0.002710462,0.003488526],"genre_scores_gemma":[0.5162073,0.001162133,0.4763889,0.0001491047,0.0001472888,0.001085824,0.001100205,0.0002767485,0.003482383],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006199511,"threshold_uncertainty_score":0.03278655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06371421743561108,"score_gpt":0.368439900289049,"score_spread":0.304725682853438,"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."}}