{"id":"W1896807588","doi":"","title":"L’année-Machine","year":2007,"lang":"fr","type":"article","venue":"Espace Sculpture","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Artificial neural network; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001268985,0.0002783655,0.0003343153,0.00006208525,0.00106509,0.00008181349,0.0003197705,0.0004653097,0.001316306],"category_scores_gemma":[0.0002926841,0.0002692222,0.0002651339,0.0009434551,0.001106013,0.00022101,0.00009343493,0.0005563601,0.0008208381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004805078,"about_ca_system_score_gemma":0.0001040976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004985677,"about_ca_topic_score_gemma":0.04830603,"domain_scores_codex":[0.9976333,0.0001716272,0.0002399657,0.0003543377,0.000633307,0.000967441],"domain_scores_gemma":[0.9990169,0.000156175,0.0001204263,0.0002147395,0.0001396026,0.0003521745],"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":[0.0000202309,0.000138276,0.002592438,0.0000371079,0.0001252385,0.00007179815,0.09250882,0.000009755133,0.00001946956,0.6812937,0.1913714,0.03181171],"study_design_scores_gemma":[0.0002444566,0.00005018622,0.006679653,0.00005309404,0.00005487713,0.000001692347,0.01032479,0.00001164056,0.00002627313,0.002886182,0.9793454,0.0003217071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004040001,0.247951,0.001220784,0.06375355,0.01074136,0.0002846153,0.00002888967,0.0001599475,0.6718199],"genre_scores_gemma":[0.3756728,0.003771356,0.0007594058,0.001506875,0.004734823,0.000004029106,0.000006312135,0.00003010402,0.6135143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.787974,"threshold_uncertainty_score":0.999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239487197173423,"score_gpt":0.2756753177096463,"score_spread":0.251726597992304,"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."}}