{"id":"W2147815902","doi":"10.1145/2645710.2645762","title":"Emphasize, don't filter!","year":2014,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Timeline; Computer science; Recommender system; Filter (signal processing); Information retrieval; Usability; World Wide Web; Social media; Human–computer interaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002355824,0.001406254,0.0007226036,0.001000345,0.0013437,0.002305017,0.001446468,0.002072895,0.07245152],"category_scores_gemma":[0.01626629,0.0008163159,0.0005860964,0.0007642345,0.0005931268,0.004711124,0.001372195,0.001758049,0.05899109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006325759,"about_ca_system_score_gemma":0.001112984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009912055,"about_ca_topic_score_gemma":0.02334801,"domain_scores_codex":[0.9985551,0.0002715382,0.0000606601,0.0003066943,0.0006444983,0.0001614165],"domain_scores_gemma":[0.9940279,0.001791399,0.0002832964,0.001278209,0.0021817,0.00043758],"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":[0.0007474523,0.0003787773,0.005561627,0.0004243743,0.0001155447,0.0001936735,0.0008735635,0.001289887,0.01123873,0.009646091,0.4355749,0.5339552],"study_design_scores_gemma":[0.0002000378,0.0004282158,0.005085371,0.0001994924,0.0001599244,0.0006208173,0.0007834645,0.02156315,0.01611946,0.01506819,0.9395629,0.0002089359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07213165,0.00446685,0.5140166,0.03607376,0.01509765,0.001707269,0.008129104,0.08042552,0.2679516],"genre_scores_gemma":[0.2038167,0.002602216,0.3269933,0.01292654,0.001763031,0.001101393,0.006205224,0.011859,0.4327326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07245152,"threshold_uncertainty_score":0.2423745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146231189519636,"score_gpt":0.2361849816086164,"score_spread":0.2215618626566528,"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."}}