{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00487983,0.0005918824,0.0005709428,0.0002808399,0.0006238951,0.0004536409,0.001484945,0.0003811122,0.008025563],"category_scores_gemma":[0.001464571,0.0007162513,0.0003815241,0.0006634304,0.0002178272,0.0002464932,0.001833046,0.001986693,0.000261101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007414866,"about_ca_system_score_gemma":0.0003304108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005283162,"about_ca_topic_score_gemma":0.0037349,"domain_scores_codex":[0.9935783,0.003156458,0.0007185621,0.0009042506,0.0008591155,0.0007833323],"domain_scores_gemma":[0.9943258,0.001944619,0.0002228584,0.001971551,0.001152899,0.0003822962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004376117,0.0007620582,0.002492422,0.001873996,0.000515128,0.0001098088,0.02276246,0.1696735,0.01180743,0.5736566,0.04703721,0.1692657],"study_design_scores_gemma":[0.0008104595,0.000001260548,0.01988889,0.001445795,0.00006887061,0.00006512368,0.00020881,0.401714,0.007804646,0.004349404,0.5625656,0.001077199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5147595,0.007096503,0.205494,0.04808407,0.003514682,0.001891414,0.002625133,0.002202832,0.2143319],"genre_scores_gemma":[0.9126645,0.003480359,0.02909632,0.00007281088,0.0001417591,0.0003740027,0.004869516,0.0002114916,0.04908926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5693071,"threshold_uncertainty_score":0.9995289,"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."}}