{"id":"W7043400287","doi":"","title":"Topography evaluation methods for concrete substrates: parametric study","year":2012,"lang":"en","type":"article","venue":"ORBi (University of Liège)","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Evaluation methods; Parametric statistics; Statistical analysis; Calibration","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":[0.001500761,0.00005884152,0.0001232028,0.000115194,0.00013202,0.00001582475,0.0001143265,0.00004238267,0.0007545776],"category_scores_gemma":[0.00001541118,0.00006184259,0.00005055093,0.0003095529,0.00003705467,0.0003082962,0.000006032755,0.00002825641,0.00001374727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003430247,"about_ca_system_score_gemma":0.00002461749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003866892,"about_ca_topic_score_gemma":0.0001355138,"domain_scores_codex":[0.9993443,0.0001969566,0.00007949627,0.0001091839,0.0001286737,0.0001413903],"domain_scores_gemma":[0.9994521,0.0001961506,0.00009957682,0.0001032651,0.00009352194,0.00005543615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000561222,0.00001447073,0.9659501,0.00001331254,0.00003301035,1.778454e-7,0.0005342456,0.00004017907,0.0003326197,0.0001098455,0.00007031811,0.03284556],"study_design_scores_gemma":[0.0004787416,0.0002100209,0.990773,0.000004426883,0.0001151227,6.402158e-7,0.002572962,0.004493265,0.000230108,0.0003557603,0.0006769682,0.00008896302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952614,0.0002243822,0.003287292,0.00008115792,0.0002561652,0.0003877873,0.00001882798,0.00001761578,0.0004653677],"genre_scores_gemma":[0.9749792,0.0000133414,0.02488812,0.00001666008,0.00003218466,2.146421e-7,0.00003463534,0.000001327862,0.00003437497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0327566,"threshold_uncertainty_score":0.8262096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06356021065106947,"score_gpt":0.2998325725389726,"score_spread":0.2362723618879031,"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."}}