{"id":"W4400153820","doi":"10.1007/978-3-031-60916-9_5","title":"Methodology","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in social networks","topic":"Sentiment Analysis and Opinion Mining","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Philosophy","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":[],"category_scores_codex":[0.005222763,0.001158051,0.0007377476,0.003285011,0.001969514,0.004412341,0.002325451,0.001471506,0.2367992],"category_scores_gemma":[0.01579984,0.0006106796,0.0008916287,0.002087011,0.001023537,0.001678561,0.002960403,0.001392761,0.1038455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001739463,"about_ca_system_score_gemma":0.006595459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002956123,"about_ca_topic_score_gemma":0.003867974,"domain_scores_codex":[0.9953374,0.001171351,0.0003008176,0.001333539,0.001493814,0.0003630944],"domain_scores_gemma":[0.9942262,0.001296468,0.0002565398,0.001383398,0.002478973,0.0003583763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005953998,0.0005400179,0.005928884,0.001816524,0.00007745527,0.0003761369,0.002235258,0.00150057,0.003835376,0.1603442,0.2270308,0.5957195],"study_design_scores_gemma":[0.0000981016,0.0001644294,0.001816193,0.0005108575,0.00004596479,0.0002382991,0.0008364253,0.001471683,0.002379349,0.0381848,0.9542237,0.00003027085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01188527,0.001556914,0.320376,0.003649348,0.002701598,0.02059665,0.03285766,0.004182199,0.6021943],"genre_scores_gemma":[0.07816935,0.002413991,0.2793459,0.007373059,0.001037291,0.03746758,0.04168956,0.003035577,0.5494677],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7632008,"threshold_uncertainty_score":0.7921723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0591882913452516,"score_gpt":0.3174938313132326,"score_spread":0.2583055399679809,"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."}}