{"id":"W4414755591","doi":"10.3917/riges.503.0109","title":"La fabrique du futur","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004542767,0.00008474669,0.00011872,0.00003261794,0.0005147418,0.00005147384,0.00009536341,0.0002557836,0.0002035913],"category_scores_gemma":[0.0003317916,0.00009314217,0.00006823486,0.0003898733,0.0005006052,0.0001499424,0.00003783658,0.0001796286,0.0001718543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000379431,"about_ca_system_score_gemma":0.0001149362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00895474,"about_ca_topic_score_gemma":0.002736517,"domain_scores_codex":[0.9990429,0.0003589861,0.0001140929,0.0001432251,0.0001339275,0.0002069041],"domain_scores_gemma":[0.9995841,0.0002031573,0.00003649477,0.00006194509,0.00007151088,0.00004276536],"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":[0.000002061368,0.00003488036,0.0009757808,0.00001896402,0.00002045044,0.000003796066,0.008051804,0.000005098812,0.000004479562,0.7201278,0.108179,0.162576],"study_design_scores_gemma":[0.0001038708,0.00001297034,0.02600057,0.0001009537,0.00002768678,3.381048e-7,0.002116729,0.00005535706,0.00000649727,0.0299767,0.9415151,0.00008315851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0133008,0.04856092,0.001663342,0.2172885,0.008097937,0.0001585233,0.000005032643,0.00009614039,0.7108288],"genre_scores_gemma":[0.7358072,0.009096818,0.000144045,0.0007401883,0.001106176,0.0000147408,0.000002579223,0.000004516759,0.2530838],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8333362,"threshold_uncertainty_score":0.9976447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754712912397461,"score_gpt":0.2554097601555891,"score_spread":0.2378626310316145,"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."}}