{"id":"W3143517422","doi":"10.32628/cseit203116","title":"Personalized Web Search : A Review","year":2020,"lang":"en","type":"review","venue":"International Journal of Scientific Research in Computer Science Engineering and Information Technology","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; World Wide Web; Information retrieval","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":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.008643663,0.0001977604,0.0007686749,0.009784541,0.0001606417,0.001756124,0.006199184,0.0001268231,0.000004269815],"category_scores_gemma":[0.0006144617,0.0001583845,0.0001614468,0.0085578,0.0007761438,0.005690287,0.001934026,0.001254176,0.00003821629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003358052,"about_ca_system_score_gemma":0.001996878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002035322,"about_ca_topic_score_gemma":1.442003e-7,"domain_scores_codex":[0.9955501,0.0001044954,0.001150763,0.0004032471,0.002340428,0.0004509775],"domain_scores_gemma":[0.9969141,0.0002184962,0.0003994039,0.0004778345,0.001784183,0.0002059525],"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":[6.310522e-7,0.0000118799,5.877376e-7,0.00104294,0.00002981071,0.00004920788,0.000115321,0.0001094722,0.00000213697,0.01491355,0.0005340134,0.9831905],"study_design_scores_gemma":[0.0001278153,0.00005846254,4.261667e-7,0.0131524,0.000008869834,0.0005547219,0.00001278744,0.1571105,0.000004248134,0.0001743903,0.8286679,0.0001275647],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008323975,0.8405558,0.1546635,0.003125613,0.00136048,0.0001818811,0.00001031488,0.0000523519,0.00004162907],"genre_scores_gemma":[0.0001304265,0.9632748,0.03641544,0.0000481561,0.0001009755,0.00001024151,0.000007561271,0.000005297615,0.000007059609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9830629,"threshold_uncertainty_score":0.9992802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06038603487204426,"score_gpt":0.3766556468376558,"score_spread":0.3162696119656115,"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."}}