{"id":"W2047676437","doi":"10.1145/1871437.1871739","title":"Opinion digger","year":2010,"lang":"en","type":"article","venue":"","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":[0.0001043388,0.00003768229,0.00004410304,0.00004553502,0.00004559162,0.00010934,0.0003169395,0.00002002041,0.0004084044],"category_scores_gemma":[0.000007648508,0.00002866819,0.00003853646,0.0001477924,0.000008026826,0.0002228867,0.00008703383,0.00005882977,0.0003203631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000140316,"about_ca_system_score_gemma":0.000007859541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006101805,"about_ca_topic_score_gemma":0.000003192728,"domain_scores_codex":[0.9995921,0.000005449532,0.0000727205,0.0001360202,0.0001045959,0.0000891179],"domain_scores_gemma":[0.9996357,0.00001750272,0.00001921941,0.000269931,0.00001919943,0.00003847113],"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":[4.209759e-7,0.00003560899,0.006837109,0.000001126025,0.00001294704,9.374265e-7,0.0001656786,0.000004478391,0.01227,0.889064,0.01739029,0.0742174],"study_design_scores_gemma":[0.0004216082,0.00004039766,0.02549491,0.000006034333,0.000003825407,0.00001058931,0.00003860201,0.2114886,0.0253706,0.005766802,0.7309627,0.0003953596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04328701,0.00002954876,0.8092839,0.00349286,0.003366705,0.00005413296,1.242588e-7,0.000286996,0.1401988],"genre_scores_gemma":[0.8901644,0.000005501457,0.1058609,0.000520628,0.0002049979,0.000002191514,0.000001873967,0.000003016479,0.003236502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8832972,"threshold_uncertainty_score":0.4471742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162528447042252,"score_gpt":0.261038368986786,"score_spread":0.2494130845163635,"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."}}