{"id":"W4383268266","doi":"10.1007/978-3-031-33617-1_6","title":"Conclusions","year":2023,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Toronto Metropolitan University; McGill University; Dalhousie University","funders":"","keywords":"Social media; Generative grammar; Sociology; Political science; Public relations; Computer science; World Wide Web; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002620802,0.0008655887,0.0004328064,0.001332905,0.001661868,0.005194084,0.001808457,0.00197188,0.3730241],"category_scores_gemma":[0.01196157,0.0002114857,0.001008314,0.0009722261,0.0009520053,0.0032153,0.001824568,0.002011876,0.1443805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002882706,"about_ca_system_score_gemma":0.003480494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007402117,"about_ca_topic_score_gemma":0.00636089,"domain_scores_codex":[0.9977901,0.0003282891,0.00007627562,0.0005425176,0.0009348421,0.0003280634],"domain_scores_gemma":[0.9952356,0.000815455,0.0001962494,0.0005862008,0.002548736,0.0006177725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000485555,0.0001085577,0.003389798,0.000868747,0.00005486201,0.0002958048,0.0006871991,0.0004767514,0.001542763,0.09043568,0.6504919,0.2511625],"study_design_scores_gemma":[0.00003759476,0.00003005141,0.00226006,0.0004330101,0.0000331004,0.0001628805,0.0009527217,0.0001845935,0.001116353,0.02364649,0.9711305,0.00001254762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00498492,0.003808183,0.00838381,0.03910651,0.01062018,0.00020678,0.005757533,0.001046495,0.9260857],"genre_scores_gemma":[0.09889581,0.005564363,0.007885757,0.04343421,0.004169467,0.0003482767,0.0109419,0.001395068,0.8273652],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6269759,"threshold_uncertainty_score":0.8943051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03451757909885927,"score_gpt":0.2701580788265593,"score_spread":0.2356404997277001,"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."}}