{"id":"W1521200662","doi":"","title":"Development of Concrete Water Absorption Testing for Quality Control","year":2014,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relative humidity; Absorption of water; Moisture; Water content; Absorption (acoustics); Humidity; Durability; Environmental science; Porosity; Materials science; Composite material; Geotechnical engineering; Engineering; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007593833,0.001241586,0.0007321439,0.002595575,0.0004310491,0.00135436,0.002233933,0.0008734355,0.003754197],"category_scores_gemma":[0.004751595,0.0007650309,0.0005321408,0.001087181,0.0008811753,0.001127214,0.0009244565,0.001107532,0.002059303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025166,"about_ca_system_score_gemma":0.001927157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004737666,"about_ca_topic_score_gemma":0.007696182,"domain_scores_codex":[0.9876282,0.002032664,0.000438697,0.001278072,0.008374289,0.0002480345],"domain_scores_gemma":[0.9945219,0.0007617575,0.0004441073,0.0006051649,0.003502992,0.0001641044],"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":[0.0001165167,0.0003712287,0.00599942,0.0004343353,0.00004416763,0.0001225772,0.0001639773,0.002081442,0.791222,0.00196286,0.001308532,0.196173],"study_design_scores_gemma":[0.000047545,0.001539953,0.01507524,0.0002578188,0.00009995075,0.000464874,0.0001701978,0.0202613,0.927531,0.0008580451,0.03361912,0.00007499756],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0568432,0.002610757,0.9163488,0.0003435473,0.000225925,0.002519971,0.0008015656,0.003089838,0.0172164],"genre_scores_gemma":[0.2281606,0.003146099,0.7477192,0.0003319472,0.00009077347,0.00179552,0.00146185,0.00041873,0.01687548],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007593833,"threshold_uncertainty_score":0.04016048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977912687330448,"score_gpt":0.288125284936837,"score_spread":0.2483461580635326,"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."}}