{"id":"W292570987","doi":"","title":"Web-Delivered Supplemental Instruction: Dynamic Customizing of Search Algorithms to Enhance Independent Learning for Developmental Mathematics Students.","year":2004,"lang":"en","type":"article","venue":"Mathematics and computer education","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; The Internet; Computer science; Comprehension; Mathematics education; Subject (documents); Quarter (Canadian coin); Quality (philosophy); Multimedia; World Wide Web; Algorithm; Mathematics; Psychology; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.001053714,0.0001106055,0.0001649895,0.0001939668,0.0004258383,0.0001106449,0.0002360784,0.00005687361,0.00003411936],"category_scores_gemma":[0.00008980958,0.0001220437,0.00003221513,0.0003556393,0.00007549775,0.0001397549,0.00009792006,0.0001020467,0.000007257352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004668612,"about_ca_system_score_gemma":0.0007510552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000886712,"about_ca_topic_score_gemma":0.00005482883,"domain_scores_codex":[0.9987143,0.00004073299,0.0004100213,0.0002058196,0.000434728,0.0001943781],"domain_scores_gemma":[0.9991598,0.00013944,0.0001630075,0.00009896074,0.0003688129,0.00006996742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001763841,0.002934422,0.002211202,0.0007061271,0.0001548572,3.133933e-7,0.3395539,0.00158946,0.002620353,0.3516339,0.0004020258,0.2981758],"study_design_scores_gemma":[0.004385225,0.0009107181,0.01731712,0.002245133,0.0002142145,0.0001083193,0.6794839,0.04659145,0.01811379,0.2125606,0.01586963,0.002199889],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7030922,0.000012481,0.2949653,0.0004397395,0.0006202252,0.0006067262,0.00000484789,0.00002074618,0.000237715],"genre_scores_gemma":[0.4101078,0.00001063809,0.5894321,0.00003898171,0.0001390087,0.00008297497,0.00001906088,0.0000102151,0.0001591944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.33993,"threshold_uncertainty_score":0.4976798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569647964258061,"score_gpt":0.4084755337357067,"score_spread":0.3827790540931261,"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."}}