{"id":"W4310653020","doi":"","title":": exemple du couple métakaolin flash et addition calcaire","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Colas (Canada)","funders":"","keywords":"Environmental science","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":[0.001101749,0.001512789,0.0009438697,0.001585026,0.001456038,0.003454643,0.001410606,0.00219897,0.02209988],"category_scores_gemma":[0.00365791,0.0008750416,0.001686613,0.00173828,0.001995205,0.004658229,0.0024269,0.001882781,0.004578119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001335144,"about_ca_system_score_gemma":0.001027009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00480289,"about_ca_topic_score_gemma":0.006548649,"domain_scores_codex":[0.9984155,0.0002411815,0.00008717789,0.0003194685,0.0007886603,0.0001481654],"domain_scores_gemma":[0.9984275,0.0009340888,0.00004909211,0.0002904051,0.0002456697,0.00005330097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001039223,0.000200005,0.001452912,0.0009547625,0.000203219,0.003016232,0.001853294,0.03192306,0.03581236,0.7010055,0.02878006,0.1937594],"study_design_scores_gemma":[0.0004271102,0.0002257927,0.0009015559,0.0003272275,0.0002167961,0.00305246,0.0007450132,0.1603334,0.1281185,0.4662265,0.2391761,0.0002493769],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04937465,0.0005716374,0.8626502,0.001149709,0.0005338566,0.0002175949,0.0007306635,0.02629726,0.05847446],"genre_scores_gemma":[0.4932962,0.0006921579,0.4058768,0.0007800449,0.0002311209,0.0004044227,0.00103109,0.009455619,0.08823255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02209988,"threshold_uncertainty_score":0.07393146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189120801196556,"score_gpt":0.2308587595391478,"score_spread":0.2189675515271823,"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."}}