{"id":"W2735868326","doi":"10.3917/dbu.fabre.2014.01.0093","title":"Les problèmes complexes flous en éducation","year":2014,"lang":"fr","type":"book-chapter","venue":"Perspectives en éducation et formation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.00658312,0.0006075719,0.0005590901,0.0004895332,0.001617568,0.0002188239,0.0005355834,0.0007850932,0.001795027],"category_scores_gemma":[0.002641111,0.0006919509,0.0002996663,0.0002439935,0.001542079,0.001397052,0.00005731457,0.0007826438,0.000813677],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004184795,"about_ca_system_score_gemma":0.001266729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217445,"about_ca_topic_score_gemma":0.001006367,"domain_scores_codex":[0.9941326,0.002859425,0.0009822673,0.0007625045,0.0007436443,0.0005196059],"domain_scores_gemma":[0.9927863,0.004050487,0.001196907,0.0004520858,0.001321196,0.0001930407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003718168,0.0001023691,0.00008570041,0.00009892473,0.00006629214,4.583067e-8,0.4024496,0.00006610902,0.00003194056,0.5906985,0.000944995,0.005451813],"study_design_scores_gemma":[0.0003750601,0.0001518621,0.01404533,0.0003797378,0.0002151399,0.00001789451,0.5938486,0.0004997957,0.00003327528,0.07681496,0.312666,0.000952282],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03143129,0.001465051,0.02488163,0.09069942,0.006760145,0.002074255,0.0001059823,0.0004056569,0.8421766],"genre_scores_gemma":[0.9311706,0.003355531,0.005993774,0.0003681982,0.005986336,0.0002540798,0.001402524,0.00009040373,0.05137857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8997393,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2185924910021567,"score_gpt":0.4539844623430202,"score_spread":0.2353919713408635,"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."}}