{"id":"W3205973784","doi":"","title":"-Colloque AFIRSE Canada – Attias-Delattre V., « Recherche et enseignement universitaires : perspectives internationales ».","year":2017,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01476667,0.0005417616,0.0005093319,0.0001673168,0.002458136,0.001009307,0.002984882,0.00061131,0.002319766],"category_scores_gemma":[0.01244217,0.000656304,0.0002771758,0.0004592665,0.001218826,0.0008270738,0.001291995,0.001949033,0.0001602689],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003976768,"about_ca_system_score_gemma":0.01072175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8364064,"about_ca_topic_score_gemma":0.9427174,"domain_scores_codex":[0.9665771,0.02971336,0.0006167747,0.001243392,0.001243074,0.000606292],"domain_scores_gemma":[0.9818614,0.008968704,0.001773812,0.002184709,0.004770318,0.0004410591],"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":[0.00002168342,0.0008378152,0.00775858,0.00009673669,0.0004232009,0.00002235946,0.351628,0.0003011415,0.00009733622,0.5971558,0.01980872,0.02184865],"study_design_scores_gemma":[0.0004917674,9.101104e-7,0.03123933,0.002012859,0.0001724019,0.000008786532,0.0439589,0.0007774897,0.0007171239,0.005099947,0.9146764,0.0008440476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1631323,0.005828767,0.006207149,0.4427323,0.001504873,0.0007192327,0.0001335526,0.0001932256,0.3795486],"genre_scores_gemma":[0.7069764,0.004041089,0.02464968,0.0002390596,0.0001021513,0.00005755859,0.0002259483,0.00005588713,0.2636523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8948677,"threshold_uncertainty_score":0.9998468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06630103695342111,"score_gpt":0.3333504448432914,"score_spread":0.2670494078898703,"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."}}