{"id":"W1747324988","doi":"10.3917/flux.069.0073","title":"Terrains : éclairages européens","year":2007,"lang":"fr","type":"article","venue":"Flux","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Terrain; Geology; Computer science; Geography; Cartography","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007805959,0.0001629658,0.0002094741,0.00004457574,0.0008497052,0.00005189463,0.0002310927,0.0001787428,0.002766275],"category_scores_gemma":[0.0002622436,0.0001726185,0.0001463841,0.0004923848,0.001292691,0.000138603,0.00007650946,0.0002182981,0.002132749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003671377,"about_ca_system_score_gemma":0.00009071756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00448079,"about_ca_topic_score_gemma":0.01374223,"domain_scores_codex":[0.9982918,0.0001255506,0.0002344299,0.0002385915,0.0003745875,0.0007350302],"domain_scores_gemma":[0.9992778,0.0002240203,0.00007113337,0.0001342082,0.00008479119,0.0002080973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004029552,0.0001224943,0.001723801,0.00001995367,0.00005175782,0.00008109516,0.06474696,0.00000107696,0.00004900828,0.2977416,0.537289,0.09816922],"study_design_scores_gemma":[0.0001251092,0.00005351393,0.02239116,0.00002837121,0.00002643576,9.501412e-7,0.005601132,0.000004316949,0.00004310613,0.004363837,0.9671668,0.0001952524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03040766,0.03440219,0.0003977371,0.01094522,0.008540972,0.0001450244,0.00001698096,0.0001156636,0.9150286],"genre_scores_gemma":[0.4237648,0.0007806199,0.0002386627,0.0008526651,0.003285655,0.000001848496,0.000003062914,0.00001510148,0.5710576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4298778,"threshold_uncertainty_score":0.9986442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05532444135497329,"score_gpt":0.2940149224909082,"score_spread":0.2386904811359349,"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."}}