{"id":"W4390033852","doi":"10.2139/ssrn.4653321","title":"Expanded African Parliamentary Index","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Index (typography); Political science; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002137245,0.00009208298,0.0001189998,0.0001191999,0.0006836287,0.00009952518,0.0003506207,0.00008005616,0.00006802641],"category_scores_gemma":[0.00007716572,0.00008916524,0.00009997332,0.0005946381,0.0001082553,0.0002143153,0.00003804082,0.0009990413,0.000176664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045938,"about_ca_system_score_gemma":0.002103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003831818,"about_ca_topic_score_gemma":0.07637838,"domain_scores_codex":[0.9965761,0.0001504303,0.0001648648,0.0001372733,0.0004742845,0.002497099],"domain_scores_gemma":[0.9995888,0.00004163486,0.00007668878,0.00009551734,0.00005228927,0.0001450667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008255237,0.0001245201,0.03752498,0.000004223585,0.0002466237,0.0000509228,0.01913059,0.00012198,0.00006881014,0.8547931,0.01245731,0.07539435],"study_design_scores_gemma":[0.0004792517,0.0001274627,0.002366415,0.000009961494,0.00001897428,0.0000354551,0.200925,0.0002271065,0.000002095748,0.6923195,0.1032671,0.0002217578],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616006,0.0006573657,0.0005125126,0.01497791,0.0005504991,0.000152118,0.000004097614,0.0002132303,0.02133166],"genre_scores_gemma":[0.9882917,0.00766428,0.000007552353,0.0002680185,0.0003637323,0.000003183537,0.000005392775,0.00001062396,0.003385558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1817944,"threshold_uncertainty_score":0.9404753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152574590784466,"score_gpt":0.2855259616464606,"score_spread":0.2740002157386159,"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."}}