{"id":"W4246505091","doi":"10.4000/books.alpara.1930","title":"Avant-propos","year":2003,"lang":"fr","type":"book-chapter","venue":"Alpara eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Business","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":["sts","insufficient_payload"],"category_scores_codex":[0.0004148073,0.0006547262,0.0008357659,0.0000822712,0.00165294,0.00009793729,0.0004921277,0.0008363734,0.008153435],"category_scores_gemma":[0.00006130816,0.0006810395,0.0005393259,0.0000302214,0.003783254,0.00007567674,0.0001247867,0.0006676254,0.00901279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005442561,"about_ca_system_score_gemma":0.000228629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002522479,"about_ca_topic_score_gemma":0.003943762,"domain_scores_codex":[0.996873,0.0001761219,0.0005713229,0.0006841255,0.0008000549,0.0008954189],"domain_scores_gemma":[0.9984991,0.0002168838,0.0003489378,0.0003903197,0.0002018069,0.0003429425],"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":[0.000005789833,0.00001923995,0.00002533007,0.00002834137,0.0002509087,0.00005215077,0.007473947,4.600049e-7,0.000007364967,0.9292231,0.03731798,0.02559537],"study_design_scores_gemma":[0.000215107,0.00009217986,0.00002790607,0.0001221933,0.0001725613,0.000003100513,0.0003847813,0.000002010969,0.00002583915,0.1388906,0.8593957,0.0006679695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002185561,0.008578114,0.00003091003,0.001221441,0.01015701,0.0006318163,0.00003776843,0.0001156661,0.9790087],"genre_scores_gemma":[0.01361005,0.001978794,0.0003335256,0.001535329,0.001674073,0.00003258508,0.000007061936,0.0000852863,0.9807433],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8220778,"threshold_uncertainty_score":0.9996468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07010093065385807,"score_gpt":0.2603575718848621,"score_spread":0.1902566412310041,"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."}}