{"id":"W2912981126","doi":"10.3166/isi.22.6.53-69","title":"MEMORAe : un système d’information support d’un éco-système apprenant","year":2017,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01087348,0.001045645,0.000878491,0.00114216,0.003816584,0.006090633,0.001716346,0.007105445,0.02796799],"category_scores_gemma":[0.03124817,0.0004179705,0.001396407,0.0006634276,0.002648898,0.005199619,0.00316713,0.009255417,0.007127139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00501853,"about_ca_system_score_gemma":0.009308953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02231369,"about_ca_topic_score_gemma":0.01355589,"domain_scores_codex":[0.9939486,0.001175203,0.0006281079,0.0009034899,0.002700401,0.0006441026],"domain_scores_gemma":[0.9882316,0.00345657,0.0006608765,0.0007418871,0.005503119,0.00140592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009872006,0.00006056591,0.0006927021,0.0001663324,0.00002000863,0.0003465577,0.0009044078,0.0002820527,0.0013596,0.01576711,0.9613985,0.01890342],"study_design_scores_gemma":[0.00003482189,0.00004568476,0.001400325,0.0001631326,0.00001498185,0.0002253676,0.0004743567,0.0005054791,0.001048968,0.002183844,0.9938735,0.00002962768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007865581,0.00389797,0.009371391,0.565771,0.3674386,0.0003190177,0.001148569,0.0006444264,0.04354345],"genre_scores_gemma":[0.09516199,0.005750331,0.01136488,0.08552586,0.1523559,0.001086749,0.001674676,0.001327647,0.6457519],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02796799,"threshold_uncertainty_score":0.09356225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396679975706891,"score_gpt":0.3100717652958203,"score_spread":0.2761049655387514,"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."}}