{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001354046,0.0008083312,0.0004181174,0.001415823,0.001468873,0.003814467,0.001174967,0.001970787,0.4704964],"category_scores_gemma":[0.004239068,0.0002033,0.0006989491,0.000852743,0.0007088089,0.001705839,0.002297747,0.001645632,0.2937912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279122,"about_ca_system_score_gemma":0.002501955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003141499,"about_ca_topic_score_gemma":0.00353184,"domain_scores_codex":[0.9989721,0.0001715333,0.00003542053,0.0002475027,0.000400909,0.0001726054],"domain_scores_gemma":[0.9983342,0.0002569531,0.0000772373,0.0002145931,0.000657507,0.0004594829],"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":[0.0001425943,0.00009406276,0.001138462,0.0003013801,0.000008912705,0.0002471578,0.0003540749,0.0001396923,0.0009032277,0.0443968,0.6363356,0.315938],"study_design_scores_gemma":[0.000004931854,0.00001711176,0.0004185726,0.0001101672,0.0000019929,0.0001384629,0.00007430941,0.00002305957,0.0001596064,0.001845353,0.9972018,0.000004714678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.003323596,0.004004589,0.007972789,0.01226075,0.01084169,0.0002667685,0.004716748,0.001789677,0.9548234],"genre_scores_gemma":[0.01427112,0.002625743,0.004555963,0.005728341,0.002752192,0.0002402465,0.003622977,0.0006180829,0.9655853],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5295036,"threshold_uncertainty_score":0.7552726,"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."}}