{"id":"W3032053659","doi":"10.52041/srap.03313","title":"St@tNet: an assessment and new developments","year":2003,"lang":"en","type":"preprint","venue":"","topic":"Statistical Methods and Applications","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Glossary; The Internet; Computer science; Distance education; World Wide Web; Multimedia; Mathematics education; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.01742793,0.00120941,0.0008474402,0.00444831,0.001825523,0.01623345,0.003390425,0.00307887,0.09705253],"category_scores_gemma":[0.02855489,0.0005441513,0.001120966,0.006505718,0.001168695,0.01137233,0.007651346,0.004109888,0.06399048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007159771,"about_ca_system_score_gemma":0.01729462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007942234,"about_ca_topic_score_gemma":0.0103837,"domain_scores_codex":[0.9843538,0.00335483,0.0007754075,0.0009516796,0.00928051,0.001283796],"domain_scores_gemma":[0.9722057,0.001939779,0.00055533,0.001332789,0.01423433,0.009732014],"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":[0.0001237192,0.0002840728,0.0007590543,0.0003533462,0.000006311409,0.0001401938,0.0007809659,0.0004567771,0.0004953448,0.01439609,0.6231248,0.3590793],"study_design_scores_gemma":[0.0000108034,0.00007030852,0.0009635521,0.0003518637,0.000003063362,0.0001062345,0.000369406,0.0003366741,0.000182395,0.001790929,0.9958021,0.00001273577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02319635,0.0319388,0.03767939,0.1400361,0.04472988,0.0009918578,0.01065271,0.01172531,0.6990496],"genre_scores_gemma":[0.06219903,0.04065534,0.06588914,0.01148681,0.007692094,0.001061909,0.02747311,0.008088206,0.7754544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09705253,"threshold_uncertainty_score":0.3246731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3470421453198535,"score_gpt":0.5550750835621723,"score_spread":0.2080329382423188,"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."}}