{"id":"W4409846827","doi":"10.26522/vp.v22i1.5068","title":"Berlin","year":2025,"lang":"fr","type":"article","venue":"Voix Plurielles","topic":"Ecology, Conservation, and Geographical Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":["insufficient_payload"],"category_scores_codex":[0.0002401483,0.0001777275,0.0001749854,0.00005661915,0.0004762139,0.00003890723,0.0002437497,0.0002030143,0.004368519],"category_scores_gemma":[0.0001539294,0.000174688,0.0001130598,0.0006429453,0.001043222,0.0001127741,0.000272298,0.0001913759,0.001885414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000066105,"about_ca_system_score_gemma":0.00003064231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004501673,"about_ca_topic_score_gemma":0.01495624,"domain_scores_codex":[0.9987292,0.00009594902,0.0002708585,0.0003638377,0.000136355,0.0004037961],"domain_scores_gemma":[0.9992672,0.0003496644,0.00005308375,0.0002324016,0.00001908739,0.00007852307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001779491,0.0002563802,0.6858404,0.00005294099,0.0001297956,0.00001137894,0.0009224553,0.0001673659,0.0001055366,0.07393108,0.1897746,0.0487902],"study_design_scores_gemma":[0.0001655112,0.00003340737,0.3607354,0.00003567718,0.00004035216,7.086769e-7,0.0001609277,0.0001920466,0.0001551509,0.01548884,0.6228801,0.0001118698],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.4374619,0.02620475,0.0006500251,0.4701158,0.002826787,0.0003372145,0.00005698223,0.00008226833,0.06226427],"genre_scores_gemma":[0.4759512,0.01328177,0.001954853,0.008474403,0.0002522852,0.00006255498,0.00001236312,0.00001815343,0.4999924],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4616413,"threshold_uncertainty_score":0.9988917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00866603948454911,"score_gpt":0.232693716925729,"score_spread":0.2240276774411799,"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."}}