{"id":"W7033336229","doi":"","title":"Protéger: Une ville soutenable et sobre","year":2025,"lang":"fr","type":"book-chapter","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002215312,0.001013767,0.0007415582,0.001934766,0.009206478,0.01537952,0.001220375,0.006805646,0.1201833],"category_scores_gemma":[0.006618753,0.0004932033,0.0007556374,0.002458476,0.003469413,0.009151198,0.00615981,0.007509817,0.03333242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004930016,"about_ca_system_score_gemma":0.003579603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02348063,"about_ca_topic_score_gemma":0.02696699,"domain_scores_codex":[0.9976348,0.00076779,0.00005062028,0.0003551762,0.0007287441,0.0004627794],"domain_scores_gemma":[0.998546,0.0004660311,0.00008682079,0.0001652969,0.0004043012,0.0003316537],"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":[0.0000500754,0.00003079357,0.0001510477,0.0001095376,0.000007107515,0.0002639699,0.004271459,0.00009069871,0.0004209289,0.2397804,0.7168445,0.03797943],"study_design_scores_gemma":[0.000001810135,0.000003635086,0.0001432361,0.00006338165,0.000001324768,0.000047102,0.0006593728,0.00002249507,0.00004665525,0.002340521,0.9966657,0.000004771764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004970289,0.01582963,0.001761966,0.07383389,0.01684343,0.00004128202,0.0004624661,0.000304745,0.8859524],"genre_scores_gemma":[0.03019196,0.003644215,0.0002893545,0.008141516,0.003811911,0.00004005627,0.0002526617,0.0004841074,0.9531442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1201833,"threshold_uncertainty_score":0.4020533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224136240976641,"score_gpt":0.200066763804663,"score_spread":0.1778254013948966,"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."}}