{"id":"W7117489408","doi":"10.3917/riges.504.0020","title":"Consommer moins ou consommer mieux ?","year":2025,"lang":"","type":"article","venue":"Gestion","topic":"Social Sciences and Governance","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":[0.003998552,0.0001877025,0.0002905091,0.0005233146,0.003938526,0.004322974,0.0004766512,0.001865257,0.01641897],"category_scores_gemma":[0.01260101,0.0001767099,0.0001616305,0.0005069849,0.005539749,0.005661766,0.002242427,0.002297511,0.00152573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389005,"about_ca_system_score_gemma":0.001884802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008472343,"about_ca_topic_score_gemma":0.01423121,"domain_scores_codex":[0.9968111,0.001630139,0.00007450504,0.0004114968,0.00033095,0.0007418702],"domain_scores_gemma":[0.9969915,0.0008919088,0.0007408074,0.0002264683,0.0002914623,0.0008579161],"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":[0.0001378255,0.0001440992,0.04258657,0.00008990817,0.00005931244,0.0006206277,0.07039403,0.00028187,0.00175767,0.7404934,0.03869612,0.1047386],"study_design_scores_gemma":[0.00004738633,0.0001866444,0.05577041,0.0004166772,0.00005178882,0.001294226,0.1717522,0.001694254,0.001292363,0.2351573,0.5322204,0.0001163975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4552496,0.002414499,0.01031733,0.195247,0.002138916,0.00005343472,0.0001127474,0.0001479553,0.3343184],"genre_scores_gemma":[0.949345,0.0003338101,0.001110118,0.005859307,0.0002551877,0.00002692374,0.00001885222,0.00002880817,0.04302198],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01641897,"threshold_uncertainty_score":0.05492693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03389431769170705,"score_gpt":0.3362619978652778,"score_spread":0.3023676801735707,"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."}}