{"id":"W4404644124","doi":"10.1007/978-3-031-75813-3_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Law, governance and technology series","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001068106,0.000851773,0.0005285038,0.00184358,0.001804128,0.00526063,0.001740419,0.001984106,0.6860784],"category_scores_gemma":[0.003938947,0.0003126376,0.0005506505,0.001629546,0.0007372543,0.003104963,0.002853668,0.002034176,0.5765858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001811462,"about_ca_system_score_gemma":0.003200135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004259375,"about_ca_topic_score_gemma":0.006187759,"domain_scores_codex":[0.9989999,0.0001230532,0.00003383769,0.0001980256,0.0005299274,0.0001152549],"domain_scores_gemma":[0.9985045,0.0002352406,0.00004908686,0.0002180998,0.0007080709,0.0002850437],"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":[0.00001867387,0.0000257184,0.00009908017,0.0000880148,0.000001447227,0.00002995738,0.0001166731,0.00006571867,0.0001700135,0.0356949,0.8707532,0.09293657],"study_design_scores_gemma":[0.000001599352,0.000003725577,0.00006464771,0.00004256315,5.918354e-7,0.00001457196,0.00004355514,0.00001372925,0.00003797429,0.003279346,0.9964958,0.000001912088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002945339,0.0009626683,0.003376809,0.00414703,0.004218716,0.0001492745,0.003651344,0.0008593063,0.9823405],"genre_scores_gemma":[0.001186127,0.0006676676,0.001292217,0.001562251,0.0006140603,0.0001010076,0.002313632,0.0002713857,0.9919917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3139216,"threshold_uncertainty_score":0.447771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007969264573508385,"score_gpt":0.2424898963563499,"score_spread":0.2345206317828415,"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."}}