{"id":"W2945868994","doi":"","title":"Devsup : médiatisations pour la construction collaborative d’un dispositif d’accompagnement pédagogique des enseignants du supérieur","year":2013,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Art","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","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01064198,0.0006687566,0.0007003314,0.0002186189,0.002647651,0.001049733,0.001373909,0.0006751134,0.002837975],"category_scores_gemma":[0.004486409,0.0007427303,0.0003537871,0.001235306,0.002342298,0.000655694,0.0007983636,0.0009221027,0.0003065893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007346628,"about_ca_system_score_gemma":0.002929979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009528226,"about_ca_topic_score_gemma":0.006695187,"domain_scores_codex":[0.9682369,0.02785245,0.001106446,0.001161538,0.0008696033,0.0007730593],"domain_scores_gemma":[0.982186,0.007582471,0.00118423,0.001360319,0.007094366,0.0005926468],"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":[0.00001209066,0.001059198,0.008692547,0.0001113952,0.0001966556,0.000004146284,0.1385397,0.00009564398,0.0009549885,0.6317938,0.00227904,0.2162608],"study_design_scores_gemma":[0.002273026,0.000004794416,0.235346,0.005354773,0.0005473578,0.00008472379,0.04803913,0.006011628,0.02590932,0.146871,0.5269173,0.002640879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6172824,0.002579567,0.1269482,0.04234629,0.00139359,0.001681788,0.0003802244,0.000252759,0.2071352],"genre_scores_gemma":[0.5209599,0.00898012,0.3994815,0.0002514789,0.000280346,0.0006519343,0.0006613987,0.00008833377,0.06864502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5246383,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372968666859084,"score_gpt":0.2893579848000347,"score_spread":0.2556282981314439,"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."}}