{"id":"W4382118101","doi":"10.1007/978-981-99-1930-7_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Dignity; Grassroots; Human rights; Political science; Government (linguistics); Work (physics); State (computer science); Environmental ethics; Public policy; Sociology; Public administration; Law and economics; Public relations; Law; Engineering; Computer science; Politics; 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":[0.000680734,0.0008686495,0.0004972324,0.001757648,0.001538227,0.004197788,0.001524152,0.00171745,0.6134229],"category_scores_gemma":[0.002319471,0.000307987,0.0004934695,0.001523876,0.0006440381,0.002870042,0.002262732,0.001861283,0.4930539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001669611,"about_ca_system_score_gemma":0.002170157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004153044,"about_ca_topic_score_gemma":0.006692474,"domain_scores_codex":[0.9993744,0.00007590573,0.00002032099,0.0001218114,0.0003405722,0.00006689809],"domain_scores_gemma":[0.9992375,0.0001224502,0.00002365028,0.0001052287,0.0003882146,0.0001229031],"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":[0.00001531386,0.00002890485,0.00006856033,0.0001103021,0.000001372748,0.00003681517,0.0001194006,0.0001125251,0.0002337352,0.03964595,0.8398611,0.119766],"study_design_scores_gemma":[0.000001061085,0.000003096758,0.00004602643,0.00004360123,4.969487e-7,0.00001812254,0.00003136061,0.00001643844,0.00004159034,0.003093648,0.996703,0.000001602198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0002131071,0.001277587,0.002801656,0.002112356,0.003085272,0.0001093878,0.001526755,0.0004924546,0.9883814],"genre_scores_gemma":[0.0006528206,0.0007381243,0.0008362429,0.0007249768,0.0004105562,0.00005399491,0.0009529396,0.0001592674,0.9954711],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6134229,"threshold_uncertainty_score":0.5514053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316286508839339,"score_gpt":0.2769039275515469,"score_spread":0.2537410624631535,"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."}}