{"id":"W4231185195","doi":"10.1007/978-1-4939-7131-2_101058","title":"Sentiment Classification","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007022708,0.00127185,0.000683086,0.00220031,0.0009651838,0.002560119,0.001059186,0.0006323614,0.07927673],"category_scores_gemma":[0.002001767,0.0003507743,0.0009856415,0.002014955,0.000237674,0.002407071,0.001229884,0.001260138,0.08666377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006517656,"about_ca_system_score_gemma":0.0007790594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008526738,"about_ca_topic_score_gemma":0.001505582,"domain_scores_codex":[0.9995099,0.00004692594,0.00003426129,0.0001401717,0.0002208921,0.00004773169],"domain_scores_gemma":[0.9994241,0.00008963486,0.00003074735,0.00009125094,0.0003243904,0.00003992451],"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":[0.0000528269,0.00008184754,0.0003647632,0.0002198662,0.00002133104,0.00004462536,0.00006788746,0.00044032,0.009273635,0.0105653,0.2090689,0.7697986],"study_design_scores_gemma":[0.00002098016,0.00007566777,0.001978111,0.0002630924,0.00007060859,0.0004429777,0.0001536317,0.01871795,0.01940205,0.02444985,0.9343832,0.00004189865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01138121,0.004476672,0.3227763,0.003443646,0.004100594,0.001225917,0.008072581,0.01230013,0.632223],"genre_scores_gemma":[0.06870454,0.006813646,0.2283766,0.002013271,0.00233929,0.0009056982,0.02591919,0.002363898,0.6625639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07927673,"threshold_uncertainty_score":0.2652071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0522604583000621,"score_gpt":0.2706850894377459,"score_spread":0.2184246311376838,"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."}}