{"id":"W4249763481","doi":"10.3917/lsdle.434.0007","title":"Introduction","year":2010,"lang":"fr","type":"article","venue":"Les Sciences de l éducation - Pour l Ère nouvelle","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006564915,0.0001847439,0.0001361466,0.00008297145,0.002036416,0.0009100745,0.0003450112,0.0001409421,0.04840076],"category_scores_gemma":[0.0001117567,0.0001583296,0.00009186596,0.0001487225,0.001196682,0.000960347,0.00004349829,0.0003824327,0.001122169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132409,"about_ca_system_score_gemma":0.0003797958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004511872,"about_ca_topic_score_gemma":0.008592093,"domain_scores_codex":[0.9985577,0.00008582569,0.0002595062,0.0004037137,0.0002564707,0.0004367555],"domain_scores_gemma":[0.9992516,0.00005844237,0.0001446278,0.0002234558,0.0001892615,0.0001326339],"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":[0.000003069561,0.0001797592,0.0001542673,0.00004458012,0.000007971933,8.737939e-7,0.04528527,0.00002939223,0.004178194,0.707814,0.2303262,0.01197646],"study_design_scores_gemma":[0.00009298851,0.00007403995,0.0005859817,0.00002244489,0.00002060848,0.00002963583,0.05677426,0.0007570948,0.0008219694,0.003009507,0.9375831,0.0002283714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7303585,0.001025647,0.000187858,0.118961,0.01868042,0.0001684577,0.00003337309,0.00007693574,0.1305078],"genre_scores_gemma":[0.5644481,0.0001219608,0.002209322,0.0004936709,0.01243959,0.0000168582,0.0000155045,0.000013715,0.4202413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7072569,"threshold_uncertainty_score":0.9996555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09170763753565701,"score_gpt":0.3144896200259791,"score_spread":0.2227819824903221,"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."}}