{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001938109,0.0003340352,0.00091361,0.0006003613,0.0002226594,0.0005817149,0.001599711,0.0001571008,0.0000191844],"category_scores_gemma":[0.00004402866,0.000236728,0.0001745452,0.001214435,0.0001086879,0.0105285,0.0006435573,0.0004486957,0.0004674956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001317862,"about_ca_system_score_gemma":0.000350545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002434695,"about_ca_topic_score_gemma":3.633676e-8,"domain_scores_codex":[0.9977226,0.0001247289,0.0009395001,0.0004672745,0.0004387174,0.0003071807],"domain_scores_gemma":[0.998194,0.0001411587,0.0006777153,0.0006714795,0.0001769237,0.0001386697],"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":[1.733146e-7,0.000003061729,1.086789e-7,0.008546504,0.00000458663,8.768535e-8,0.00008741888,6.164431e-8,1.726625e-8,0.02064494,0.01335892,0.9573541],"study_design_scores_gemma":[0.00007648466,0.00006967218,0.000001866452,0.0256463,0.00002099005,0.0000720762,0.000001416431,0.001977451,2.546352e-7,0.0000612342,0.9717939,0.0002783075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.174786e-8,0.797291,0.1962149,0.0004550745,0.0008061487,0.0009105281,0.000006061955,0.0001628435,0.004153376],"genre_scores_gemma":[7.394071e-7,0.9846663,0.006184093,0.008899554,0.00007719581,0.00008265096,0.0000460202,0.000006383636,0.0000370663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9584351,"threshold_uncertainty_score":0.9653487,"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."}}