{"id":"W1569962723","doi":"10.7202/009823ar","title":"Arturo Sangalli, Éloge du flou. Aux frontières des mathématiques et de l’intelligence artificielle, Montréal, Les Presses de l’Université de Montréal, 2001, 206 pages.","year":2004,"lang":"fr","type":"article","venue":"Philosophiques","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005538009,0.0007129291,0.0005777127,0.00016618,0.000838886,0.001525197,0.001126582,0.0003991637,0.0002666237],"category_scores_gemma":[0.0004666192,0.0006260577,0.0003262214,0.0003285196,0.0007412677,0.003498838,0.0007657852,0.0004879763,0.0001614748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237845,"about_ca_system_score_gemma":0.0004741252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05263224,"about_ca_topic_score_gemma":0.02583529,"domain_scores_codex":[0.9963812,0.0003619082,0.0006154009,0.0008056024,0.0004512852,0.001384623],"domain_scores_gemma":[0.9973478,0.0003379329,0.0003023631,0.0007356276,0.0004626819,0.0008135558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001974535,0.001650952,0.002422626,0.0004337488,0.0002950896,0.002905751,0.02619379,0.02691993,0.009595583,0.3106117,0.6078216,0.01095179],"study_design_scores_gemma":[0.0004689276,0.0006521165,0.0158765,0.001078368,0.0001526256,0.00112156,0.0003648068,0.01573309,0.09330757,0.7027649,0.1671712,0.001308366],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1412486,0.4013442,0.1868191,0.1728802,0.0005292026,0.0008968048,0.0002251387,0.001186161,0.09487052],"genre_scores_gemma":[0.7288452,0.2249609,0.0342804,0.007759232,0.001135407,0.00003689325,0.00004442512,0.00009144885,0.002846136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5875965,"threshold_uncertainty_score":0.9996191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2707236192412452,"score_gpt":0.3151696542137115,"score_spread":0.04444603497246635,"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."}}