{"id":"W570530895","doi":"","title":"Durabilité environnementale des matériaux composites utilisés pour la réhabilitation des structures en béton armé","year":2006,"lang":"fr","type":"book","venue":"Knowledge UdeS (Institutional Deposit of the University of Sherbrooke)","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ton; Habilitation; Composite material; Materials science; Humanities; Art; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000453987,0.0004156438,0.0005229454,0.0001605078,0.001228615,0.00005385502,0.0008211191,0.0004135689,0.0007238927],"category_scores_gemma":[0.00007648014,0.0003857741,0.0003878782,0.0001714984,0.004816059,0.000443427,0.0001726354,0.0002651926,0.00007622001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006484787,"about_ca_system_score_gemma":0.0003940706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01397752,"about_ca_topic_score_gemma":0.03642111,"domain_scores_codex":[0.9976938,0.000568228,0.0005241444,0.0004662338,0.0004321015,0.0003154487],"domain_scores_gemma":[0.9985062,0.0005370958,0.0003037835,0.0003442896,0.0002013848,0.0001071828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008297093,0.0008742172,0.3976778,0.0235786,0.0006937226,0.0000287661,0.008733813,0.3090908,0.1566897,0.06914611,0.003346458,0.02931037],"study_design_scores_gemma":[0.0009079289,0.0001841417,0.905301,0.00462876,0.0005074486,0.00006371128,0.0002944331,0.01283965,0.02200137,0.01515723,0.03761023,0.0005041116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487622,0.006440008,0.00611457,0.0001627096,0.0005038324,0.0004839539,0.0003018752,0.00003289295,0.03719795],"genre_scores_gemma":[0.9642001,0.0007300702,0.02472185,0.00001000125,0.0001360246,4.314898e-7,0.000312552,0.00001312911,0.009875808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5076232,"threshold_uncertainty_score":0.9998594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551049477918887,"score_gpt":0.1883045718957067,"score_spread":0.1727940771165178,"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."}}