{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002041732,0.001000368,0.002947384,0.005997663,0.0003935793,0.002158628,0.001747061,0.001852083,0.005041026],"category_scores_gemma":[0.005414809,0.0005466648,0.001248499,0.007403186,0.0005563341,0.00351669,0.001036673,0.001585533,0.001580036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009767,"about_ca_system_score_gemma":0.003133546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002794685,"about_ca_topic_score_gemma":0.006128988,"domain_scores_codex":[0.9991413,0.0001565344,0.0001580917,0.0001536163,0.0003259836,0.00006440944],"domain_scores_gemma":[0.9956475,0.002951594,0.0003931207,0.00007605835,0.0007466116,0.0001852148],"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":[0.0001745131,0.000174581,0.0008941003,0.05197031,0.0004324739,0.0001243818,0.00006479248,0.0003207514,0.0004316025,0.001123298,0.03801996,0.9062693],"study_design_scores_gemma":[0.0002805546,0.0006051714,0.007974213,0.05503962,0.00485521,0.003052687,0.0003299542,0.001174153,0.001171388,0.004048508,0.9213049,0.0001638383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001440835,0.998903,0.0001596738,0.0003544912,0.000108285,0.000009942605,0.00004064368,0.000009777917,0.0002701777],"genre_scores_gemma":[0.001032207,0.9977296,0.0003395871,0.0004439416,0.0002182598,0.00001447979,0.00006144523,0.00000295891,0.0001575519],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005997663,"threshold_uncertainty_score":0.01686394,"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."}}