{"id":"W1999979610","doi":"10.3115/1658616.1658784","title":"Design principles for educational software","year":2002,"lang":"en","type":"article","venue":"","topic":"Web Applications and Data Management","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Educational software; Computer science; Session (web analytics); Key (lock); Field (mathematics); Software; Software engineering; Human–computer interaction; World Wide Web; Programming language; Computer security","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":[0.00009353703,0.00003681648,0.00002914055,0.00003017476,0.00008053966,0.00009440097,0.0004540428,0.000009314374,0.0002122754],"category_scores_gemma":[0.00002192146,0.00003162294,0.00001450928,0.00009666673,0.000007004312,0.000213929,0.00009966048,0.00001088767,0.000240685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001212318,"about_ca_system_score_gemma":0.00001102087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002116442,"about_ca_topic_score_gemma":7.4511e-7,"domain_scores_codex":[0.999601,0.000005243824,0.00007526716,0.0001665994,0.00006538766,0.00008650293],"domain_scores_gemma":[0.9994547,0.00009419173,0.00002006092,0.000371458,0.00003204908,0.00002757533],"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":[1.61567e-7,0.00005164964,0.00003216502,0.000003237277,0.000002861466,3.5933e-8,0.00002447888,0.0001596975,0.000007370393,0.8611189,0.1029404,0.03565912],"study_design_scores_gemma":[0.0001352755,0.00002575785,0.001135841,0.000001978059,0.000002467433,0.000001495407,0.000004410513,0.2854235,0.0002293521,0.02982181,0.6831068,0.0001112872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0000131514,0.00002874821,0.9883426,0.006021709,0.00004714665,0.0002462061,0.000001904363,0.00007939056,0.005219073],"genre_scores_gemma":[0.005794535,0.000005503213,0.9814777,0.0004923245,0.00003505489,0.0002411575,0.000005551253,0.000002324824,0.01194579],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.831297,"threshold_uncertainty_score":0.3093599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0973952246108913,"score_gpt":0.2687525204949381,"score_spread":0.1713572958840469,"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."}}