{"id":"W4237049119","doi":"10.4000/books.irdeditions.8428","title":"Avant-propos","year":2002,"lang":"fr","type":"book-chapter","venue":"IRD Éditions eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0002063457,0.0005563329,0.0006368767,0.0001489993,0.004325463,0.0001232365,0.0004487647,0.0007259765,0.03783198],"category_scores_gemma":[0.00007097363,0.0006112462,0.00058247,0.0000420073,0.005675984,0.000108929,0.000132769,0.0007059369,0.01823401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006621458,"about_ca_system_score_gemma":0.0001418844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769888,"about_ca_topic_score_gemma":0.002903468,"domain_scores_codex":[0.9972589,0.0001219872,0.00055763,0.0005895471,0.0007462334,0.0007257233],"domain_scores_gemma":[0.9984679,0.0002487497,0.0003052631,0.0003833689,0.0002738534,0.0003208449],"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":[0.000001829139,0.00003685345,0.000003245794,0.00002368814,0.0001682753,0.00004896552,0.004694689,7.708917e-7,0.000003820726,0.866245,0.1095565,0.01921636],"study_design_scores_gemma":[0.0001702819,0.00007933279,0.00003050339,0.0001899387,0.0001783577,0.000004129605,0.0003294489,0.000008014973,0.000005835471,0.180806,0.8176411,0.0005570336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004173291,0.002596924,0.00007234007,0.002425175,0.007497709,0.0006075933,0.0003999284,0.0002454129,0.9861132],"genre_scores_gemma":[0.01167084,0.002452751,0.0004108259,0.0004839136,0.00345501,0.00007576877,0.00003413687,0.00007974672,0.981337],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7080846,"threshold_uncertainty_score":0.9996339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08105185700494533,"score_gpt":0.2573730145329295,"score_spread":0.1763211575279842,"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."}}