{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005899223,0.0009814622,0.002421264,0.006214301,0.001547331,0.003277251,0.002280103,0.002069136,0.00254892],"category_scores_gemma":[0.04266885,0.0006801199,0.001419545,0.005038059,0.0007909811,0.0051062,0.001094693,0.00125301,0.001822096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578036,"about_ca_system_score_gemma":0.001790624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164182,"about_ca_topic_score_gemma":0.01657743,"domain_scores_codex":[0.9921055,0.002471657,0.0005802311,0.001566265,0.002936495,0.0003398401],"domain_scores_gemma":[0.9564254,0.02408252,0.004608839,0.002951357,0.01039368,0.001538234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001592393,0.001522765,0.151954,0.002041473,0.002087018,0.001170403,0.001737863,0.103999,0.01402854,0.03275738,0.03323634,0.6538728],"study_design_scores_gemma":[0.0002337104,0.0009737313,0.03045426,0.0001662519,0.0009260482,0.001344684,0.0004154923,0.9399227,0.003389515,0.01220781,0.009684212,0.0002816337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4479041,0.01729126,0.4834194,0.004200292,0.0009130692,0.001730708,0.002085718,0.002315144,0.04014035],"genre_scores_gemma":[0.9320617,0.002369285,0.05606898,0.0002285044,0.000735688,0.0001949582,0.0007861709,0.00007841488,0.007476213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01164182,"threshold_uncertainty_score":0.03119844,"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."}}