{"id":"W105926800","doi":"","title":"Étude technico-économique de la stabilisation à la chaux des sols argileux en voirie forestière","year":2001,"lang":"fr","type":"article","venue":"Espace École de technologie supérieure (École de technologie supérieure)","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; Political science; Humanities; Art; Geography","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","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.003219825,0.001983044,0.001503649,0.002093693,0.0007075897,0.0007438228,0.003563282,0.006494823,0.0004037195],"category_scores_gemma":[0.005746944,0.002310522,0.0006533216,0.004093057,0.003816318,0.00103769,0.001786209,0.003910244,0.0002970828],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003846184,"about_ca_system_score_gemma":0.0009541483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007869005,"about_ca_topic_score_gemma":0.00641267,"domain_scores_codex":[0.9913124,0.0006211309,0.001536666,0.002021369,0.0006300173,0.003878445],"domain_scores_gemma":[0.9939207,0.001315953,0.0005585057,0.003226568,0.0003657112,0.0006125719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003922326,0.001809578,0.2629623,0.002060863,0.0008981817,0.00406547,0.002613642,0.341141,0.02593846,0.2567971,0.02831044,0.07301077],"study_design_scores_gemma":[0.005567322,0.001797203,0.07310367,0.001812521,0.0008738696,0.002730174,0.02265807,0.19791,0.08885158,0.106812,0.4922314,0.005652143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5691251,0.006107379,0.3773153,0.0132187,0.0007057589,0.003713485,0.0002415092,0.02057358,0.008999213],"genre_scores_gemma":[0.9462801,0.008838957,0.03651123,0.0005259636,0.0002436984,0.0015882,0.0001260525,0.0005444932,0.005341306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.463921,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398461633534811,"score_gpt":0.2569041150734494,"score_spread":0.2429194987381013,"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."}}