{"id":"W2114454762","doi":"","title":"Social Network Opinion and Posts Mining for Community Preference Discovery","year":2013,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Preference; Data science; Computer science; World Wide Web; Internet privacy; Public relations; Business; Political science; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000858804,0.0007618567,0.0005841271,0.003288594,0.0006015798,0.0007136389,0.0006630929,0.0005133384,0.002391596],"category_scores_gemma":[0.003929462,0.0002165498,0.0009727033,0.002318335,0.000213463,0.00117446,0.0005088297,0.0005556597,0.001698833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005677801,"about_ca_system_score_gemma":0.0004772229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003385974,"about_ca_topic_score_gemma":0.007641873,"domain_scores_codex":[0.9990667,0.0002058092,0.00006785872,0.0002317045,0.0003500636,0.00007793919],"domain_scores_gemma":[0.9983776,0.0006164551,0.0002614303,0.000170537,0.0004984865,0.00007552862],"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":[0.0003840554,0.0005580522,0.02450503,0.0003856321,0.0003841,0.0003665797,0.0004390034,0.02889018,0.02431452,0.009433734,0.01570427,0.8946348],"study_design_scores_gemma":[0.000033159,0.0001914593,0.0101591,0.00003731365,0.0001254546,0.0002952213,0.0002309199,0.9535711,0.01243259,0.01268453,0.01020466,0.00003442779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08310138,0.0004503862,0.903237,0.0003951295,0.00008371822,0.0005369177,0.00300004,0.002975016,0.006220328],"genre_scores_gemma":[0.5464669,0.0003242503,0.4428545,0.0001367311,0.0001823929,0.0003976395,0.004783957,0.0001456006,0.00470817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003385974,"threshold_uncertainty_score":0.008000731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05535008070530805,"score_gpt":0.2448965180359668,"score_spread":0.1895464373306587,"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."}}