{"id":"W7093719202","doi":"","title":"9780776641485.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Participatory democracy; Clientelism; Revolutionary movement","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00157219,0.0002916293,0.0003218353,0.0001705059,0.0006436561,0.0008730487,0.001025568,0.0004003321,0.9398528],"category_scores_gemma":[0.0002467863,0.0002334116,0.0001673218,0.0007071107,0.0004501149,0.0002194183,0.0001566691,0.0005535311,0.9896571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002904241,"about_ca_system_score_gemma":0.001015738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02712625,"about_ca_topic_score_gemma":0.02942227,"domain_scores_codex":[0.9971801,0.0004826844,0.0003267802,0.0005157729,0.0008596069,0.0006350331],"domain_scores_gemma":[0.9987518,0.0001456438,0.0002336342,0.0005286572,0.00007594822,0.0002643288],"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":[0.000002458948,0.00002474318,0.00001296793,0.00005184604,0.00006077975,0.000005381548,0.001348173,1.337286e-7,1.553929e-7,0.1344986,0.1366105,0.7273842],"study_design_scores_gemma":[0.00009856703,0.00001681188,0.00003000001,0.0001335021,0.0000585075,0.000002490174,0.000751204,0.000003752864,2.114536e-7,0.01300053,0.9856263,0.0002780527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004830988,0.0000267023,0.00004425866,0.02164914,0.003105123,0.0008263576,4.263297e-8,0.0004262878,0.9739172],"genre_scores_gemma":[0.0007401182,0.0008307511,0.0001301818,0.002144375,0.002915301,0.00007227083,0.0001700522,0.0002478488,0.9927491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8490158,"threshold_uncertainty_score":0.9882882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578508810055935,"score_gpt":0.345351854140907,"score_spread":0.3195667660403476,"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."}}