{"id":"W4247573097","doi":"10.1007/978-1-4614-6170-8_100882","title":"Sentiment Classification","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.0006879396,0.001269523,0.0006984517,0.00209661,0.0009543624,0.002452375,0.001105141,0.0006214467,0.06935937],"category_scores_gemma":[0.001793754,0.0003538825,0.0009492591,0.001964956,0.0002499295,0.002328642,0.001224783,0.001194835,0.0769607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006479245,"about_ca_system_score_gemma":0.0007591159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009224254,"about_ca_topic_score_gemma":0.001630357,"domain_scores_codex":[0.9995255,0.00004474504,0.00003194029,0.0001330555,0.0002181091,0.00004662067],"domain_scores_gemma":[0.9994949,0.00007996102,0.00002663372,0.00008022959,0.0002848724,0.00003331863],"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":[0.0000472877,0.00007174707,0.0003299427,0.0001982733,0.00002023568,0.00004108795,0.00006382881,0.0004308718,0.008702626,0.01037311,0.179973,0.799748],"study_design_scores_gemma":[0.00002146118,0.00007912998,0.002061101,0.0002685094,0.00007464675,0.0004962481,0.0001691714,0.02074005,0.02200953,0.02846425,0.9255698,0.00004613815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01076979,0.004510092,0.3561919,0.003049243,0.003483208,0.001210961,0.00689624,0.01135028,0.6025382],"genre_scores_gemma":[0.06657714,0.00690551,0.2435213,0.001844203,0.001970837,0.0008567018,0.02261933,0.002061451,0.6536435],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06935937,"threshold_uncertainty_score":0.2320302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04114905748384107,"score_gpt":0.2559855830704277,"score_spread":0.2148365255865866,"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."}}