{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001422206,0.0003923429,0.0005207976,0.001388748,0.0003744231,0.0006735148,0.004142751,0.0001690555,0.00009221817],"category_scores_gemma":[0.00003280674,0.0003978352,0.0002097602,0.0009988114,0.0004735916,0.0006667702,0.004551813,0.0004925205,0.0009433891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065467,"about_ca_system_score_gemma":0.0004387009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001975245,"about_ca_topic_score_gemma":0.00001923152,"domain_scores_codex":[0.9958732,0.00001773713,0.0006244001,0.001541633,0.001273156,0.0006699469],"domain_scores_gemma":[0.9975461,0.000181047,0.0002779065,0.001590263,0.0001785794,0.0002261063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[6.887239e-7,0.00001322767,0.00007816837,0.00001073772,0.00001647941,0.0001280545,0.0002946653,0.0006994007,0.00003718954,0.9117263,0.000633872,0.0863612],"study_design_scores_gemma":[0.0005915911,0.0001730321,0.001754071,0.0009950707,0.0000248249,0.00003665342,0.000005250856,0.8056446,0.0003211309,0.09426387,0.0942452,0.00194464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00008926269,0.0001584435,0.7448151,0.0009347982,0.005235932,0.0002994211,0.000003224226,0.0006314448,0.2478324],"genre_scores_gemma":[0.02242866,0.0009808753,0.451653,0.003336114,0.002685714,0.00004456364,0.00002354315,0.0002561041,0.5185915],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8174624,"threshold_uncertainty_score":0.9998474,"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."}}