{"id":"W2116959421","doi":"10.1145/2684822.2685291","title":"FLAME","year":2015,"lang":"en","type":"article","venue":"","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Sentiment analysis; Collaborative filtering; Probabilistic logic; Set (abstract data type); Task (project management); Topic model; Data science; Artificial intelligence; Information retrieval; Recommender system","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":[0.0001168376,0.00002300513,0.00003394988,0.00002936481,0.00001268236,0.00006426411,0.0002198526,0.000007343269,0.00004415946],"category_scores_gemma":[0.000007370325,0.00001734416,0.00001935602,0.0001365616,0.000003489852,0.0001588297,0.00007094914,0.00001273879,0.0004930975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005037084,"about_ca_system_score_gemma":0.00001301118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006156625,"about_ca_topic_score_gemma":8.745213e-7,"domain_scores_codex":[0.999693,0.000007703764,0.00004880282,0.0000832299,0.000106795,0.00006049762],"domain_scores_gemma":[0.999747,0.000006366074,0.00001114536,0.0001565861,0.00002470831,0.00005413657],"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":[8.186085e-7,0.00003226644,0.006752648,6.383898e-7,0.00002159503,0.000007041454,0.0008829922,0.0001181715,0.0001980463,0.7769551,0.1527776,0.0622531],"study_design_scores_gemma":[0.0006002572,0.00007531903,0.001944619,0.000004533515,0.000005600721,0.00000761435,0.0003268396,0.6531442,0.005878184,0.01353693,0.3241957,0.0002801269],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005708137,0.00005010877,0.8402924,0.001353989,0.0002361217,0.00001318932,1.571999e-8,0.0001051372,0.1522409],"genre_scores_gemma":[0.836499,0.000001840081,0.1504242,0.0008288659,0.00008242033,0.000001246019,7.567814e-7,0.000002014084,0.0121597],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8307909,"threshold_uncertainty_score":0.6337936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06463963709569835,"score_gpt":0.2740322450866036,"score_spread":0.2093926079909052,"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."}}