{"id":"W4318465286","doi":"10.3390/ma16031116","title":"The Influence of Chemical Activity Models on the Description of Ion Transport through Micro-Structured Cementitious Materials","year":2023,"lang":"en","type":"article","venue":"Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Narodowym Centrum Nauki","keywords":"Cementitious; Materials science; Nanotechnology; Composite material; Cement","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":[0.0006943151,0.001073768,0.0005829542,0.0005156607,0.000311077,0.0007949243,0.001056849,0.001029432,0.0004295793],"category_scores_gemma":[0.001789633,0.0002549797,0.0008230653,0.0003415629,0.0006571937,0.001127801,0.0004707324,0.0006762017,0.0002180118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001012829,"about_ca_system_score_gemma":0.0007836922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004404941,"about_ca_topic_score_gemma":0.002739399,"domain_scores_codex":[0.9997882,0.00006312979,0.00001448178,0.00004005001,0.00006760299,0.0000264643],"domain_scores_gemma":[0.9991391,0.0005887186,0.00007793822,0.00006867518,0.00009200146,0.00003364187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006462499,0.00008489927,0.001684495,0.00021381,0.00002920144,0.000272651,0.0001039393,0.9178804,0.05857233,0.0125116,0.0001413256,0.00844065],"study_design_scores_gemma":[0.00000403269,0.00002862349,0.0002285294,0.000008573464,0.000007865606,0.0000418737,0.0000159692,0.9910461,0.007194915,0.001063472,0.0003521594,0.00000782401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5055729,0.003812801,0.4807157,0.0004177295,0.0001875699,0.0001504191,0.0002456916,0.0004408469,0.00845643],"genre_scores_gemma":[0.9659709,0.002433817,0.0289527,0.00005647729,0.00003641561,0.000114457,0.0001822824,0.0001189166,0.002133983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004404941,"threshold_uncertainty_score":0.008758605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03211353949855168,"score_gpt":0.2461832331852619,"score_spread":0.2140696936867102,"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."}}