{"id":"W4414633049","doi":"","title":"Metropolitan railway system as a tool of french metropolis affirmation ? : French issues and international insights","year":2025,"lang":"fr","type":"article","venue":"theses.fr (ABES)","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Context (archaeology); Scope (computer science); German","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006914334,0.0002905804,0.0004575595,0.000455683,0.0004570818,0.0004156788,0.0004293804,0.0002848081,0.00188985],"category_scores_gemma":[0.0008145267,0.0002701843,0.0001395776,0.001100034,0.0007847396,0.001027162,0.0001214151,0.0002385584,0.0002001672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000959078,"about_ca_system_score_gemma":0.000331686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1105326,"about_ca_topic_score_gemma":0.01331746,"domain_scores_codex":[0.9973457,0.0005017318,0.0007662405,0.0004152045,0.0006321275,0.0003389622],"domain_scores_gemma":[0.9981751,0.0002762183,0.0002922423,0.0003220619,0.0008213907,0.0001129564],"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":[0.000009649034,0.0001468619,0.0009987322,0.0001325317,0.0001631191,0.000001445505,0.02336285,0.00001299993,0.0006547943,0.9581806,0.00329586,0.01304056],"study_design_scores_gemma":[0.001123738,0.0002082576,0.005680971,0.0009367244,0.0002220694,0.000006337415,0.1288579,0.006654131,0.007576002,0.01318496,0.8350025,0.0005464397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4333667,0.01478366,0.001722674,0.009590727,0.004078709,0.0006456865,0.0001048645,0.0001327702,0.5355743],"genre_scores_gemma":[0.9713634,0.001609958,0.0005120973,0.0002214692,0.0004528571,0.00002808182,0.00005345495,0.00001591301,0.02574282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9449956,"threshold_uncertainty_score":0.999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018540218825174,"score_gpt":0.3457403640626804,"score_spread":0.3272001452375065,"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."}}