{"id":"W2267443540","doi":"10.71781/15252","title":"La programmation informatique dans la recherche et la formation en mathématiques au niveau universitaire","year":2015,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003151079,0.0005306685,0.0004117467,0.0004962013,0.003775479,0.0006247198,0.0009936524,0.001371846,0.00001990934],"category_scores_gemma":[0.0005504879,0.0006296638,0.0002521857,0.0007604539,0.0002877399,0.005854085,0.000362201,0.001650676,0.0001465496],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0159748,"about_ca_system_score_gemma":0.01033388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02140748,"about_ca_topic_score_gemma":0.009155868,"domain_scores_codex":[0.9934912,0.004084147,0.0005897073,0.0005152353,0.0008412802,0.0004784245],"domain_scores_gemma":[0.9963878,0.001040206,0.0008398484,0.0004320643,0.0008563458,0.0004437304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001440668,0.0002032974,0.001616057,0.0003699284,0.0001251139,0.0003628399,0.6285848,0.003216618,0.0006964623,0.3313874,0.0005834685,0.03270998],"study_design_scores_gemma":[0.001209627,0.0002369033,0.03236701,0.0010836,0.000234131,0.002744754,0.740346,0.03611482,0.00168548,0.002605906,0.1803857,0.0009860502],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4436853,0.0005602064,0.01765007,0.001389484,0.0006633245,0.000655741,0.00001857813,0.0003505481,0.5350268],"genre_scores_gemma":[0.9379256,0.0007586192,0.01974139,0.0000806088,0.000107907,0.0000497601,0.001122123,0.00004203101,0.04017199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4948548,"threshold_uncertainty_score":0.9999246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02967896109466444,"score_gpt":0.2656102062144358,"score_spread":0.2359312451197714,"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."}}