{"id":"W2921922269","doi":"","title":"Développement d'une méthodologie de sélection des matériaux de fondation routière pour contrer les effets du dégel","year":2006,"lang":"fr","type":"article","venue":"Corpus Université Laval (Université Laval)","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","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"],"consensus_categories":[],"category_scores_codex":[0.000552998,0.0005052747,0.0004755577,0.0005617688,0.001044051,0.0001504866,0.0004268071,0.0005594506,0.0005922617],"category_scores_gemma":[0.00006190945,0.0006802035,0.0002273513,0.0009475821,0.0002760251,0.0006641603,0.0001920726,0.0003846147,0.0001055281],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004216005,"about_ca_system_score_gemma":0.0005126839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03294634,"about_ca_topic_score_gemma":0.003433585,"domain_scores_codex":[0.9975423,0.0003767816,0.0004254302,0.0005091696,0.0002943295,0.0008519718],"domain_scores_gemma":[0.9984549,0.0002421076,0.0002718868,0.0003664011,0.0005005248,0.0001641483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004335259,0.0001288668,0.05394182,0.0003763547,0.0004870562,0.0005308912,0.004009997,0.02341497,0.6207344,0.16921,0.009411729,0.1173203],"study_design_scores_gemma":[0.008518427,0.0004074927,0.1175632,0.0006479133,0.001487846,0.001173037,0.00931402,0.01522518,0.6473479,0.02034072,0.1757784,0.002195842],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7891076,0.001232451,0.1841471,0.007294637,0.001959478,0.0003839418,0.0001162168,0.0005398777,0.01521865],"genre_scores_gemma":[0.8880346,0.005963183,0.06095209,0.0001207972,0.001368825,0.00000808238,0.0002976584,0.0001448109,0.04310999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1663667,"threshold_uncertainty_score":0.9996066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221929699161274,"score_gpt":0.2217222542210708,"score_spread":0.1995029572294581,"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."}}