{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001518102,0.000176332,0.0001846576,0.0001696038,0.00007342928,0.0001802107,0.0005838079,0.0001277778,0.005959972],"category_scores_gemma":[0.000001966793,0.0001531538,0.000161937,0.00003676803,0.00003284096,0.0001406842,0.0002063836,0.00008600747,0.005537411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004254567,"about_ca_system_score_gemma":0.00003190257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001233082,"about_ca_topic_score_gemma":0.000001543776,"domain_scores_codex":[0.9987818,0.000006981372,0.0002677944,0.0004650711,0.0003470731,0.0001312968],"domain_scores_gemma":[0.9989118,0.00001926609,0.0001910325,0.0007172244,0.00009856499,0.00006211877],"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":[3.928874e-7,0.000006200987,0.000004444565,0.000002509096,0.00006476951,0.000001587388,0.00005905989,3.2113e-7,0.00002885401,0.9025408,0.08576885,0.01152224],"study_design_scores_gemma":[0.00008201579,0.0000320588,0.00003318254,0.00003912917,0.0000311542,0.000002170761,0.000006425425,0.02245741,0.00017895,0.02080307,0.9560465,0.0002879482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002288052,0.0000833493,0.1596933,0.0004183131,0.0003821716,0.00006690585,5.895171e-7,0.0001119647,0.8392411],"genre_scores_gemma":[0.0002747019,0.00005766119,0.01881002,0.0002833551,0.000281055,0.000002409842,0.00002838983,0.000013192,0.9802492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8817377,"threshold_uncertainty_score":0.9952369,"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."}}