{"id":"W2942423334","doi":"","title":"Unsupervised Deep Learning Recommender System for Personal Computer Users","year":2017,"lang":"en","type":"article","venue":"International Conference on Intelligent Systems","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Recommender system; Computer science; Deep learning; Unsupervised learning; Artificial intelligence; World Wide Web; Multimedia","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006111106,0.0002442176,0.0003147768,0.0002155057,0.0006218724,0.002198398,0.002400171,0.00009663226,0.00005995614],"category_scores_gemma":[0.00009247103,0.0002202092,0.0001806374,0.00005176945,0.00005533159,0.0005601119,0.0002908892,0.000221725,0.000282695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001946964,"about_ca_system_score_gemma":0.00005975895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527079,"about_ca_topic_score_gemma":0.00001578179,"domain_scores_codex":[0.9979313,0.0001122449,0.0004570209,0.0006451941,0.0005389461,0.0003153078],"domain_scores_gemma":[0.9981149,0.0001728899,0.0004255573,0.0006104772,0.0005379589,0.0001381482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001457092,0.0002744152,0.007607207,0.0002921068,0.001377044,0.00009238179,0.004729087,0.003652653,0.0005142839,0.7866997,0.006701323,0.1879141],"study_design_scores_gemma":[0.0003149006,0.0001270284,0.0002032164,0.000310147,0.00001500094,0.00002738966,0.0009859697,0.9806111,0.000183225,0.00007040803,0.01688891,0.0002626441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005325002,0.00003361016,0.9785924,0.00161023,0.005072041,0.0002640212,0.00004514419,0.0002059937,0.008851555],"genre_scores_gemma":[0.9947554,0.00002673731,0.002636504,0.00009687066,0.0005792129,0.00009309779,0.00008704871,0.00001749394,0.001707669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9894304,"threshold_uncertainty_score":0.9988374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035879758199548,"score_gpt":0.3226185428700852,"score_spread":0.2190305670501304,"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."}}