{"id":"W4407201559","doi":"10.71043/sci.v25i.3427","title":"Robert Bedon et Ella Heimon, ‘Concepts, pratiques et enjeux environnementaux dans l’Empire romain’, Caesarodunum XXXIX, Université de Limoges-Université Laval, Centre de Recherche en Interactions Société-Environnement, Centre de Recherche André Piganiol.","year":2020,"lang":"fr","type":"article","venue":"Scripta classica Israelica","topic":"Ancient Mediterranean Archaeology and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Humanities; Sociology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002552851,0.0008596685,0.0007571614,0.0001904711,0.001919153,0.0001442372,0.001029248,0.001265915,0.01058413],"category_scores_gemma":[0.0006693375,0.0009923144,0.0005415186,0.0002120086,0.002029549,0.0007790354,0.0008047727,0.004077967,0.0005128765],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009815536,"about_ca_system_score_gemma":0.001902007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003575262,"about_ca_topic_score_gemma":0.04456215,"domain_scores_codex":[0.9876321,0.008484016,0.000700255,0.001243454,0.0004265023,0.001513677],"domain_scores_gemma":[0.9966118,0.001049783,0.0005067735,0.0007005883,0.0001447495,0.0009862543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002959458,0.0005566766,0.002116915,0.0001813375,0.0004270255,0.0002214595,0.3541753,0.00002735071,0.008159837,0.06686259,0.5635206,0.003454918],"study_design_scores_gemma":[0.001446105,0.000411567,0.001095742,0.0003209764,0.0005465372,0.00004804829,0.1499262,0.0005983663,0.002459767,0.0008844142,0.8414699,0.0007924201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09425401,0.02452543,0.002521079,0.6394292,0.003489117,0.001667464,0.001959836,0.0007522198,0.2314017],"genre_scores_gemma":[0.175054,0.06548944,0.01302307,0.0566183,0.003482166,0.00004615039,0.001605627,0.0003916074,0.6842896],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5828109,"threshold_uncertainty_score":0.9993802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459275246573225,"score_gpt":0.3427876871103159,"score_spread":0.1968601624529934,"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."}}