{"id":"W4414755564","doi":"10.3917/riges.503.0080","title":"Imaginer le futur pour mieux décider","year":2025,"lang":"fr","type":"article","venue":"Gestion","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008757273,0.001387687,0.0009057244,0.00148368,0.008567314,0.01517798,0.001335251,0.007642705,0.02294726],"category_scores_gemma":[0.01743361,0.0004539486,0.001220081,0.0009207807,0.009914756,0.011685,0.003855061,0.006573466,0.004909036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0132322,"about_ca_system_score_gemma":0.007842057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06386889,"about_ca_topic_score_gemma":0.04224606,"domain_scores_codex":[0.9907164,0.005876929,0.000175976,0.0009341727,0.001320912,0.0009756539],"domain_scores_gemma":[0.9953082,0.002079651,0.0003306483,0.0005365988,0.001151015,0.0005937797],"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":[0.00008111872,0.00004530179,0.001161319,0.0000541902,0.00003411747,0.0004851717,0.006405057,0.0005619241,0.0004728138,0.9424973,0.02409133,0.02411035],"study_design_scores_gemma":[0.0000615686,0.0000900511,0.002655453,0.0003164389,0.00002796368,0.0007712946,0.01853346,0.002508377,0.0009446815,0.2064587,0.7675166,0.0001154844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08075293,0.01666558,0.06098931,0.3795938,0.006218796,0.0001526708,0.0003931251,0.0008197298,0.454414],"genre_scores_gemma":[0.7197487,0.005076087,0.02645584,0.0136055,0.002194699,0.0001956179,0.0002452945,0.00034677,0.2321315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06386889,"threshold_uncertainty_score":0.1269943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02621097106581146,"score_gpt":0.2733536333734173,"score_spread":0.2471426623076058,"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."}}