{"id":"W2909129151","doi":"10.5539/cis.v12n1p33","title":"A Review on Personalized Academic Paper Recommendation","year":2019,"lang":"en","type":"review","venue":"Computer and Information Science","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nanjing University of Aeronautics and Astronautics","keywords":"Computer science; Focus (optics); Data science; World Wide Web; Recommender system; Service (business)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002522,0.0009231257,0.001633622,0.005764268,0.0006352863,0.001963038,0.001698927,0.001923383,0.00993952],"category_scores_gemma":[0.0110685,0.0004960849,0.001204456,0.01120599,0.0004445908,0.002975922,0.0006808521,0.001480617,0.005357535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090619,"about_ca_system_score_gemma":0.002863626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00445788,"about_ca_topic_score_gemma":0.006935623,"domain_scores_codex":[0.9986277,0.0003400772,0.0001869411,0.0002547678,0.0005130945,0.00007755588],"domain_scores_gemma":[0.9899691,0.006328337,0.0004363235,0.0002867856,0.002724654,0.0002547898],"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":[0.00006161285,0.00008012849,0.0008282951,0.02245002,0.0001760069,0.0001044081,0.0001206554,0.000528542,0.0004631596,0.004918966,0.1003844,0.8698837],"study_design_scores_gemma":[0.00001844594,0.0001168821,0.00164118,0.01000023,0.0004127076,0.0008814249,0.000137845,0.0005075998,0.0003926162,0.003089163,0.9827546,0.00004717115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002889793,0.9917386,0.001752963,0.001743346,0.0008955074,0.00002618849,0.0001578481,0.00004294491,0.003353557],"genre_scores_gemma":[0.001801875,0.9932549,0.001934448,0.0007625442,0.0007946246,0.00002393493,0.000215226,0.000009284938,0.001203113],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.998037,"threshold_uncertainty_score":0.03325099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09392236388539543,"score_gpt":0.3737424283116658,"score_spread":0.2798200644262703,"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."}}