{"id":"W3117128185","doi":"10.1109/ictai50040.2020.00018","title":"Research Paper Recommendation Based on Content Similarity, Peer Reviews, Authority, and Popularity","year":2020,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Computer science; Jungle; Recommender system; Publishing; Quality (philosophy); Similarity (geometry); Collaborative filtering; World Wide Web; Information retrieval; Data science; Geography; Political science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003774835,0.0001450663,0.000267729,0.00009673915,0.0002236635,0.0003684444,0.0005247962,0.0001042896,0.0001287255],"category_scores_gemma":[0.000313541,0.0001127071,0.0000640151,0.0003732222,0.00003027014,0.0004529692,0.0004460518,0.0004478827,0.00004274449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005120229,"about_ca_system_score_gemma":0.00003201595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004510352,"about_ca_topic_score_gemma":0.00005701386,"domain_scores_codex":[0.9975927,0.0007236205,0.0003562662,0.0005501,0.0004987008,0.0002786228],"domain_scores_gemma":[0.9988714,0.0001543714,0.00004871447,0.0004498317,0.000252476,0.0002231452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002051052,0.0002098717,0.005144211,0.0001958117,0.00001374629,0.00001180563,0.0004647611,9.512168e-7,0.0005533568,0.2775797,0.5175629,0.1982423],"study_design_scores_gemma":[0.0003549997,0.0004795469,0.003692142,0.00006924396,0.000003327101,0.000003727398,0.00004477192,0.04177279,0.001202284,0.003571639,0.948561,0.0002444973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003191066,0.0001571708,0.5556076,0.4084959,0.0002417146,0.0009855945,0.000005698867,0.0004344202,0.03375275],"genre_scores_gemma":[0.8747568,0.0002482243,0.093666,0.02981569,0.0002305945,0.0001334955,0.00003180818,0.00002243986,0.001094965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8744377,"threshold_uncertainty_score":0.4596061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3639429545655919,"score_gpt":0.3978015019326592,"score_spread":0.03385854736706728,"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."}}