{"id":"W4392906616","doi":"10.32920/25412701","title":"Reproducibility of Critical Saturation Measurements of Clay","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada); Toronto Metropolitan University; Queen's University","funders":"Mitacs","keywords":"Reproducibility; Saturation (graph theory); Masonry; Degree of saturation; Materials science; Frost (temperature); Envelope (radar); Geotechnical engineering; Environmental science; Nuclear engineering; Computer science; Composite material; Engineering; Structural engineering; Soil science; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002430905,0.0004625163,0.0002913406,0.0008992609,0.0006366067,0.0007224128,0.0005682728,0.0004614721,0.001746992],"category_scores_gemma":[0.007570474,0.0003303401,0.0002535941,0.0005196327,0.0009239946,0.0004544883,0.0008793934,0.0005384563,0.0006051908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005267409,"about_ca_system_score_gemma":0.0003662655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796652,"about_ca_topic_score_gemma":0.003365634,"domain_scores_codex":[0.997256,0.0002920821,0.0001626102,0.0006227376,0.001506013,0.0001605958],"domain_scores_gemma":[0.9936795,0.00189765,0.0006279941,0.001192616,0.002443221,0.0001589499],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003221236,0.00006238034,0.02106816,0.0001307925,0.00004641739,0.0001022581,0.0009456928,0.001597079,0.9524068,0.0004967309,0.0004453849,0.0223762],"study_design_scores_gemma":[0.000009237217,0.0003618601,0.05246647,0.00002668996,0.0000371525,0.0001788933,0.0003669768,0.005789621,0.9367276,0.000431945,0.003563224,0.00004017431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240589,0.0008112372,0.06420527,0.0001205875,0.0001713147,0.0001039092,0.0008915962,0.0008290752,0.00880813],"genre_scores_gemma":[0.9908275,0.000111609,0.007355855,0.00004456529,0.00001430038,0.00005156547,0.0003710516,0.00009252373,0.001131064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9975691,"threshold_uncertainty_score":0.01285601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06908058826177031,"score_gpt":0.2949616367299438,"score_spread":0.2258810484681735,"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."}}