{"id":"W7128592048","doi":"10.7202/1122998ar","title":"INTRODUCTION","year":2025,"lang":"fr","type":"article","venue":"Diversité urbaine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003110463,0.000229587,0.0002394879,0.0003740448,0.0002626115,0.00006124989,0.0002825815,0.0001738436,0.007951899],"category_scores_gemma":[0.0002086172,0.0002950093,0.000138775,0.001470447,0.0002788558,0.0003699368,0.0003700835,0.0002858185,0.03245235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007874588,"about_ca_system_score_gemma":0.00009462082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002924534,"about_ca_topic_score_gemma":0.00003079373,"domain_scores_codex":[0.998455,0.0001435812,0.000199459,0.0004957909,0.0002398163,0.0004663589],"domain_scores_gemma":[0.9990339,0.00004995124,0.0000822153,0.0004922811,0.0002352753,0.0001063404],"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":[0.0001406177,0.0002433487,0.006268415,0.0001005899,0.000283888,0.00004600249,0.0009501444,0.000160885,0.001936516,0.1182973,0.8613563,0.01021596],"study_design_scores_gemma":[0.001102649,0.00005606282,0.02720926,0.00007128521,0.0004506454,0.000008190874,0.0002892606,0.000607549,0.002047383,0.001150884,0.9667836,0.0002232399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1225801,0.08640145,0.003629705,0.4847491,0.04435884,0.001112498,0.001062259,0.00100693,0.2550991],"genre_scores_gemma":[0.1514088,0.0001706237,0.0005153576,0.0006156092,0.002920185,0.000003171718,0.0001455982,0.00003679228,0.8441839],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5890847,"threshold_uncertainty_score":0.9999502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005997188895919301,"score_gpt":0.2105263546328245,"score_spread":0.2045291657369052,"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."}}