{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003144074,0.0001808604,0.000261828,0.0000313155,0.00005915109,0.00007556633,0.0001376168,0.0001488312,0.0006882493],"category_scores_gemma":[0.0001394926,0.0001528192,0.00002374451,0.00004342517,0.00002557432,0.00001965222,0.0002137795,0.0002631581,0.000007509955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005105578,"about_ca_system_score_gemma":0.0002633813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003622386,"about_ca_topic_score_gemma":0.00001565874,"domain_scores_codex":[0.9989657,0.00006084224,0.0002809929,0.0003676516,0.000168061,0.000156774],"domain_scores_gemma":[0.9989079,0.0003469098,0.00009563182,0.0003878642,0.00004461292,0.0002170703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[7.118122e-7,0.00008333465,0.0002415698,0.00007148429,0.00003287135,9.008717e-7,0.00005887902,3.903282e-7,0.00001950041,0.9380323,0.009921512,0.05153651],"study_design_scores_gemma":[0.0001277377,0.00001317884,0.005240415,0.00002860235,0.00004199517,0.000002216591,0.0000357074,0.0002482462,0.00004062686,0.988502,0.005514885,0.0002043466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004972648,0.00001892719,0.959034,0.0002133491,0.0001022129,0.0004092781,0.00004352415,0.00006786233,0.03513822],"genre_scores_gemma":[0.001683561,0.00003237605,0.9941688,0.0001930727,0.00004462059,0.00007506357,0.00003057394,0.00002501303,0.003746888],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05133217,"threshold_uncertainty_score":0.7535847,"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."}}