{"id":"W4385806857","doi":"10.36311/2236-5192.2023.v24.e023012","title":"CIEPS","year":2023,"lang":"pt","type":"article","venue":"Educação em Revista","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Sociology; Philosophy","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":[0.002978585,0.0002212062,0.0002821775,0.0001928033,0.001211926,0.0006895278,0.0006186966,0.0002260523,0.02140367],"category_scores_gemma":[0.00196644,0.0002335424,0.0001691051,0.002172071,0.0002071674,0.000544886,0.000101359,0.000441942,0.03008182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000958037,"about_ca_system_score_gemma":0.001403025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004209416,"about_ca_topic_score_gemma":0.0004252546,"domain_scores_codex":[0.9970329,0.0008126841,0.0004600198,0.0004915883,0.0005298578,0.0006729082],"domain_scores_gemma":[0.9976161,0.001037846,0.000337008,0.0005199729,0.0001532195,0.0003358519],"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":[0.00001052603,0.0001321602,0.01140676,0.0001094399,0.00005009054,0.00001043462,0.1010075,0.000001875385,0.000007922589,0.0156912,0.8596706,0.01190152],"study_design_scores_gemma":[0.00007894632,0.00002839333,0.01013921,0.00008554296,0.00006360084,0.000002285225,0.1015095,0.00001083675,0.000006048419,0.0004985944,0.8873186,0.0002584186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5355945,0.01016972,0.0000223594,0.1984695,0.02489019,0.0009679505,0.00007668605,0.0007915903,0.2290176],"genre_scores_gemma":[0.4841686,0.002962409,0.00002838091,0.001249678,0.002903745,0.00003414386,0.0000494415,0.00003272484,0.5085708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2795533,"threshold_uncertainty_score":0.9794909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1646673475605701,"score_gpt":0.4682869560143301,"score_spread":0.30361960845376,"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."}}