{"id":"W2106030195","doi":"10.1145/1135777.1135906","title":"Using web browser interactions to predict task","year":2006,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Web navigation; Task (project management); Schema (genetic algorithms); Categorization; World Wide Web; Human–computer interaction; Web browser; Identification (biology); Web application; The Internet; Information retrieval; Artificial intelligence","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":[0.002232625,0.0005988819,0.0003484961,0.002005882,0.0002393293,0.001238269,0.0002784984,0.0006305769,0.0008877086],"category_scores_gemma":[0.01962851,0.0003125169,0.0003425195,0.000800664,0.0001791955,0.001082259,0.0003732108,0.000686348,0.0005903775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154095,"about_ca_system_score_gemma":0.0003597469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005464292,"about_ca_topic_score_gemma":0.008690135,"domain_scores_codex":[0.9991271,0.0004217407,0.00007961283,0.0001341667,0.0001792794,0.0000582315],"domain_scores_gemma":[0.9766337,0.01603645,0.003279978,0.001100591,0.001914462,0.001034696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002510623,0.0003506157,0.9714004,0.00004537737,0.0001009536,0.00003096254,0.0003940483,0.004780807,0.00158047,0.00009019069,0.0003309724,0.02064417],"study_design_scores_gemma":[0.00002782226,0.0005810703,0.7982537,0.00002993908,0.00007378176,0.0001384191,0.0003495367,0.1975906,0.001612041,0.0007610044,0.0005373912,0.00004473571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918874,0.0001211384,0.006348483,0.00004641329,0.000005878539,0.00004704229,0.0003838288,0.0001448479,0.001014863],"genre_scores_gemma":[0.9951771,0.00008401612,0.003838067,0.000009670985,0.000006259087,0.0000360133,0.0005601681,0.00001414118,0.0002744621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005464292,"threshold_uncertainty_score":0.01180738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3418182371915644,"score_gpt":0.4715569111019172,"score_spread":0.1297386739103528,"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."}}