{"id":"W4281646165","doi":"","title":"Les enceintes urbaines en Gaule. Défendre et définir la ville","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Medieval European History and Architecture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Geography; Art","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":[0.0006359515,0.0004335875,0.0002332392,0.0008866097,0.005035678,0.005525745,0.0004700793,0.0016987,0.01769256],"category_scores_gemma":[0.001011504,0.0002201546,0.0002477133,0.000827779,0.007312754,0.003228997,0.002887816,0.002058652,0.00349653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003958512,"about_ca_system_score_gemma":0.001896629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02747174,"about_ca_topic_score_gemma":0.06189418,"domain_scores_codex":[0.9994088,0.0002393016,0.0000159595,0.00009717319,0.0001254953,0.000113284],"domain_scores_gemma":[0.9996676,0.00007615535,0.0000387314,0.00006473583,0.00008672829,0.00006600156],"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":[0.00002283051,0.000006655688,0.0004433551,0.0000297506,0.000002519324,0.0001319023,0.01559045,0.0001167987,0.0008120415,0.9645431,0.003599674,0.01470093],"study_design_scores_gemma":[0.000006769897,0.00002565025,0.003057915,0.0001604425,0.000008549468,0.0004075136,0.01674079,0.0002343265,0.001023192,0.06927522,0.9090389,0.00002088525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0512321,0.00631392,0.01479839,0.004481768,0.0002913094,0.0000574838,0.0001572574,0.0001794972,0.9224882],"genre_scores_gemma":[0.6491573,0.001610446,0.007814575,0.0004667248,0.00006437296,0.00006055943,0.0001344032,0.0001685312,0.340523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02747174,"threshold_uncertainty_score":0.05918753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02023867612263615,"score_gpt":0.229906148159144,"score_spread":0.2096674720365078,"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."}}