{"id":"W1679483863","doi":"10.3917/re.066.0084","title":"Analyse du cycle de vie et protection de l'environnement : pertinence et limites de l'outil","year":2012,"lang":"fr","type":"article","venue":"Annales des Mines - Responsabilité et environnement","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GDG Environnement","funders":"","keywords":"Humanities; Political science; Philosophy; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008532185,0.001026707,0.000661746,0.0001897382,0.0007701191,0.0002045692,0.0007522782,0.0004559105,0.006648592],"category_scores_gemma":[0.001621883,0.001038289,0.0005916092,0.0004868064,0.002774519,0.001728234,0.001009481,0.0007271027,0.0006099277],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006783513,"about_ca_system_score_gemma":0.0002526226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006101,"about_ca_topic_score_gemma":0.003408549,"domain_scores_codex":[0.9900632,0.003897916,0.001137407,0.00117491,0.0009518273,0.002774749],"domain_scores_gemma":[0.9961538,0.0007709936,0.0004099368,0.001326606,0.00002414595,0.001314564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006419324,0.005827907,0.8510709,0.0003929053,0.0001526431,0.00004445665,0.02236362,0.01431312,0.05958991,0.0007972398,0.0007949605,0.04401044],"study_design_scores_gemma":[0.0009038036,0.0009522911,0.8234341,0.0001689093,0.0002961273,0.000172421,0.007345446,0.004460998,0.01019688,0.001371316,0.14969,0.001007671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565257,0.007533535,0.007407031,0.02503813,0.0001929052,0.001554495,0.0001084149,0.0001075637,0.001532185],"genre_scores_gemma":[0.9743821,0.005057942,0.01124255,0.004270993,0.0002302649,0.0005887108,0.00004969984,0.0001284497,0.004049267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1488951,"threshold_uncertainty_score":0.9999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482862582380269,"score_gpt":0.2837793375971264,"score_spread":0.2589507117733237,"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."}}