{"id":"W649630308","doi":"10.71781/10709","title":"Une approche d'ingénierie ontologique pour l'acquisition et l'exploitation des connaissances à partir de documents textuels : vers des objets de connaissances et d'apprentissage","year":2007,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00546983,0.0008167743,0.0007940355,0.003638322,0.002158496,0.0083644,0.001930977,0.002202356,0.006271272],"category_scores_gemma":[0.01005592,0.000967691,0.00232516,0.002722015,0.002618563,0.01005703,0.004161169,0.002978574,0.002669189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001423076,"about_ca_system_score_gemma":0.004209321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009710787,"about_ca_topic_score_gemma":0.01838864,"domain_scores_codex":[0.9962299,0.001019986,0.0004015396,0.0007351094,0.001488653,0.0001247785],"domain_scores_gemma":[0.9938678,0.001805836,0.0002092069,0.002092849,0.001794312,0.0002299271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002008039,0.0003762985,0.00337618,0.001106339,0.0002852979,0.001226451,0.006946585,0.00571628,0.03458397,0.4226222,0.02013479,0.5034248],"study_design_scores_gemma":[0.0000772635,0.0001060659,0.003042865,0.0004952134,0.0002864671,0.001903495,0.002002619,0.0690935,0.02332719,0.2814718,0.6180457,0.0001479174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004367617,0.0007994134,0.9791747,0.001665947,0.0002058127,0.0002559271,0.0003062824,0.002859744,0.01036453],"genre_scores_gemma":[0.04833876,0.001536717,0.9258962,0.0006171284,0.0001227072,0.0003560167,0.001251458,0.0007287092,0.02115234],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009710787,"threshold_uncertainty_score":0.02892756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08970836965419038,"score_gpt":0.3838895738401248,"score_spread":0.2941812041859344,"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."}}