{"id":"W4251551292","doi":"10.4018/978-1-59904-945-8.ch138","title":"Dominant Meanings Approach Towards Individualized Web Search for Learning Environments","year":2008,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Meaning (existential); Computer science; Set (abstract data type); The Internet; Information retrieval; Resource (disambiguation); Search engine; World Wide Web; Semantic search; Web search query; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006851901,0.0002952978,0.000366215,0.00008467611,0.000935083,0.0001596546,0.0004116754,0.0005334424,0.0001098463],"category_scores_gemma":[0.00009186879,0.0003119778,0.0001804979,0.00004366712,0.0003790345,0.0000807068,0.00008667827,0.0003179394,0.0001033127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007869714,"about_ca_system_score_gemma":0.001558589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002601955,"about_ca_topic_score_gemma":0.0001079772,"domain_scores_codex":[0.9975693,0.0001214456,0.0003504623,0.0005050147,0.001008915,0.0004448961],"domain_scores_gemma":[0.9991306,0.00005213382,0.000255414,0.0002274113,0.0001304182,0.0002040239],"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":[0.00004850288,0.00002984803,0.00003486456,0.00001884814,0.00007276392,0.000002485021,0.01074775,0.00001178409,0.00001822766,0.9621145,0.008331112,0.01856936],"study_design_scores_gemma":[0.0005953531,0.00006680501,0.00002395558,0.00003918398,0.00005684979,0.000003254982,0.001903878,0.00002554873,0.00004476446,0.01222037,0.9846506,0.000369458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004372877,0.000197104,0.0005671907,0.0002030824,0.0005545664,0.001067291,0.0000916018,0.00007654903,0.9968053],"genre_scores_gemma":[0.1997485,0.0002071434,0.004038088,0.0003758407,0.001253339,0.0001968314,0.00007914029,0.0000699491,0.7940311],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9763195,"threshold_uncertainty_score":0.9999332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04031870548002711,"score_gpt":0.3150198658267442,"score_spread":0.2747011603467171,"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."}}