{"id":"W4404416953","doi":"10.4171/mag/204","title":"A resource supporting the development of mathematics: The IMU/ICMI Archive","year":2024,"lang":"en","type":"article","venue":"European Mathematical Society Magazine","topic":"Global Politics and Economy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Inertial measurement unit; Resource (disambiguation); Development (topology); Computer science; Mathematics education; Mathematics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005034893,0.00138124,0.001343391,0.01801138,0.002872628,0.01307546,0.001745855,0.002449386,0.3332472],"category_scores_gemma":[0.02431879,0.0007654319,0.0006856991,0.01565207,0.001778216,0.01239789,0.007999184,0.004164974,0.2405265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002799958,"about_ca_system_score_gemma":0.005062544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002943079,"about_ca_topic_score_gemma":0.003840907,"domain_scores_codex":[0.9970942,0.0004431163,0.0002200321,0.0001608028,0.001874098,0.000207833],"domain_scores_gemma":[0.9805699,0.004059339,0.0013496,0.004559992,0.006389491,0.003071586],"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":[0.00001569085,0.00001572713,0.00006392832,0.0001270307,0.000002514041,0.00002757175,0.00006197902,0.000112146,0.0002446954,0.01517213,0.9284175,0.05573909],"study_design_scores_gemma":[0.00000307132,0.000002990532,0.0001295186,0.00008265865,0.000001513038,0.0000292925,0.00002961367,0.0001550104,0.0001859928,0.002658383,0.9967154,0.000006578151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001117208,0.02296045,0.02487262,0.03429328,0.02595033,0.0002385452,0.02195581,0.01826172,0.85035],"genre_scores_gemma":[0.02027122,0.03500432,0.05461635,0.007277769,0.06081291,0.0005902114,0.03690254,0.02352699,0.7609977],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3332472,"threshold_uncertainty_score":0.9510419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104520242454382,"score_gpt":0.2342947625131612,"score_spread":0.2032495600886174,"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."}}