{"id":"W1997630532","doi":"10.1139/l09-014","title":"Actions microclimatique et environnementale des ouvrages d’art routiers","year":2009,"lang":"fr","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Exposition (narrative); Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003679014,0.0001353175,0.000172038,0.0002080178,0.0001740992,0.0001848956,0.0001467509,0.00008748935,0.003023991],"category_scores_gemma":[0.0000576711,0.0001455531,0.00007737909,0.000138827,0.00006323654,0.000568805,0.000001719794,0.0002150464,0.00003972802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006814647,"about_ca_system_score_gemma":0.0003874912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004305599,"about_ca_topic_score_gemma":0.3119187,"domain_scores_codex":[0.9991281,0.00003995071,0.0003018317,0.00008354978,0.00009373166,0.0003528459],"domain_scores_gemma":[0.9992483,0.00004088568,0.0001170693,0.00007464109,0.0000397087,0.0004793798],"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":[0.00002839547,0.0000461294,0.06237669,0.0002846742,0.000220692,0.0005951311,0.003751994,0.8003815,0.01799678,0.003461904,0.05700055,0.05385554],"study_design_scores_gemma":[0.0004990195,0.0004931706,0.3275416,0.001054345,0.0001182185,0.001113656,0.0006506759,0.00998764,0.001528674,0.0009299667,0.6555514,0.0005316615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422449,0.02296447,0.01058898,0.01142294,0.005515027,0.0001254989,0.0001797983,0.00001800157,0.006940384],"genre_scores_gemma":[0.9957937,0.0007650761,0.001766786,0.0004720761,0.0002380167,1.817081e-7,0.00001474592,0.000006436434,0.000942985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7903939,"threshold_uncertainty_score":0.9978874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670305262365691,"score_gpt":0.1925978681156372,"score_spread":0.1758948154919803,"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."}}