{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002660153,0.00006296552,0.00008580502,0.00003960777,0.00004259545,0.0001203358,0.0005418673,0.00003450328,0.00006033556],"category_scores_gemma":[0.000009011224,0.00004657016,0.00003587126,0.00009624314,0.000006955172,0.000226939,0.0001334503,0.00004240311,0.00009308635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000750061,"about_ca_system_score_gemma":0.000007258364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009125519,"about_ca_topic_score_gemma":0.00001172203,"domain_scores_codex":[0.9994228,0.00003939223,0.0001133835,0.000179313,0.000112126,0.0001329237],"domain_scores_gemma":[0.9993944,0.00003616335,0.00002801866,0.0004672716,0.00002543644,0.00004870243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.43515e-7,0.00002329687,0.0008597622,0.000006328976,0.00000516893,0.000001564348,0.0001075947,3.716441e-7,0.0002961134,0.6686943,0.1012864,0.2287187],"study_design_scores_gemma":[0.0001751362,0.00009881611,0.001421542,0.00001115407,9.066081e-7,0.00002584592,0.000006196096,0.01574037,0.01215062,0.02422138,0.9459576,0.0001904109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0004685462,0.000009939255,0.8006071,0.001156931,0.0002129446,0.00004619428,8.430918e-8,0.0004373272,0.197061],"genre_scores_gemma":[0.8526649,0.00000275578,0.1427133,0.001146637,0.0000776178,0.00001212655,2.997543e-7,0.000004142015,0.003378151],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8521964,"threshold_uncertainty_score":0.1899076,"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."}}