{"id":"W2293418626","doi":"10.1109/iv.1999.781608","title":"Information highlighting","year":2003,"lang":"en","type":"article","venue":"","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alphora Research (Canada)","funders":"","keywords":"Computer science; Word (group theory); Natural language processing; Artificial intelligence; Correlation; Test (biology); Empirical research; Sample (material); Feature selection; Feature (linguistics); Selection (genetic algorithm); Range (aeronautics); Information retrieval; Machine learning; Statistics; Linguistics; Mathematics; Engineering","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":[0.003898804,0.0005683321,0.0003079925,0.001932042,0.0007768284,0.001635122,0.0006470284,0.000604548,0.005551222],"category_scores_gemma":[0.04497119,0.0002272764,0.0002875844,0.0009495717,0.0006326009,0.003165452,0.001216247,0.0005141667,0.001282105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951794,"about_ca_system_score_gemma":0.0005149497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002550013,"about_ca_topic_score_gemma":0.0003288519,"domain_scores_codex":[0.9964204,0.001450656,0.0002155318,0.0006258665,0.001101625,0.0001858975],"domain_scores_gemma":[0.9228887,0.06356143,0.006061451,0.003871304,0.003005931,0.0006111418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001428617,0.000461732,0.08205302,0.002173221,0.0001014141,0.001138982,0.0159639,0.001820891,0.06335474,0.01929675,0.007788244,0.8044185],"study_design_scores_gemma":[0.0002657015,0.006114256,0.2770617,0.001929269,0.0007576216,0.01748609,0.0161964,0.0627487,0.3196205,0.05823187,0.2389862,0.0006017933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7615472,0.001500656,0.1926112,0.0008415942,0.0001611451,0.0008154635,0.0004498674,0.002938847,0.03913396],"genre_scores_gemma":[0.9553183,0.0004180909,0.04054867,0.0001410825,0.00005926819,0.0001139133,0.0002015629,0.0001069836,0.003092149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005551222,"threshold_uncertainty_score":0.02061909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02877747342537132,"score_gpt":0.3146454315409457,"score_spread":0.2858679581155743,"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."}}