{"id":"W1595423374","doi":"10.1007/978-3-642-41347-6_6","title":"Providing Awareness, Understanding and Control of Personalized Stream Filtering in a P2P Social Network","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control (management); Computer science; Social network (sociolinguistics); Internet privacy; Psychology; World Wide Web; Artificial intelligence; Social media","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009599114,0.0003915537,0.0007438631,0.0005112319,0.0002293196,0.0004252156,0.001245303,0.0002714313,0.000006443871],"category_scores_gemma":[0.00002276574,0.0003578961,0.00009432685,0.0003849661,0.0004279009,0.000550068,0.000709708,0.0004586958,9.54935e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003705317,"about_ca_system_score_gemma":0.0002846429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001413032,"about_ca_topic_score_gemma":0.0001151376,"domain_scores_codex":[0.9973537,0.00006321658,0.0005776298,0.0009392164,0.0005112764,0.0005549932],"domain_scores_gemma":[0.9986109,0.0003874687,0.0003931973,0.0004390086,0.00008835912,0.00008110057],"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":[0.00003414168,0.00007476376,0.003833892,0.000746077,0.0000853609,0.0001318879,0.007440911,0.005580382,0.000976567,0.4362117,0.0001758186,0.5447085],"study_design_scores_gemma":[0.001093213,0.0002295159,0.0003129047,0.002176771,0.00001219408,0.00005494286,0.000004294419,0.5809304,0.0005504963,0.4130665,0.0006278273,0.0009409995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001931029,0.0005199361,0.996437,0.0004304647,0.000515801,0.0005674404,0.000003216718,0.00009714552,0.001235966],"genre_scores_gemma":[0.8926101,0.00004496564,0.1066618,0.000308076,0.0002854849,0.00002316168,0.000001298801,0.0000242977,0.00004075245],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.892417,"threshold_uncertainty_score":0.9998873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04005513856948856,"score_gpt":0.2595635334204604,"score_spread":0.2195083948509718,"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."}}