{"id":"W2997153572","doi":"10.52358/mm.vi2.86","title":"BEE : Concepteurs d'écosystèmes éducatifs","year":2019,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Philosophy","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":[0.001818799,0.0003328683,0.0004004095,0.000237566,0.0009101029,0.0002825952,0.0004696946,0.0003377174,0.02131687],"category_scores_gemma":[0.001101469,0.0004062799,0.0002700531,0.001618072,0.0004533828,0.001181617,0.00007301161,0.0004513716,0.007458924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007137153,"about_ca_system_score_gemma":0.00340536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003291958,"about_ca_topic_score_gemma":0.001527678,"domain_scores_codex":[0.9956804,0.00160638,0.0006990437,0.0006038051,0.0007050087,0.0007053468],"domain_scores_gemma":[0.9956239,0.002571841,0.0004241927,0.0005067521,0.00049396,0.0003793787],"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":[0.000001933437,0.0003697505,0.01831022,0.00003938884,0.00008501403,5.232498e-7,0.01618825,0.001124386,0.00008312402,0.8847091,0.05353394,0.02555435],"study_design_scores_gemma":[0.0003877789,0.00005195164,0.1085751,0.00007615444,0.0001124371,0.000003156042,0.006731224,0.0004045396,0.00002727647,0.0236852,0.8594958,0.0004493018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1137924,0.01117617,0.003244876,0.1440184,0.01499205,0.001893532,0.0007422992,0.0002433532,0.7098969],"genre_scores_gemma":[0.4194097,0.002867466,0.02522711,0.004478193,0.001752491,0.0003319717,0.0002916253,0.00007419926,0.5455672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8610239,"threshold_uncertainty_score":0.9998389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06344637577382632,"score_gpt":0.3872602522096428,"score_spread":0.3238138764358165,"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."}}