{"id":"W3217640086","doi":"10.1590/s0104-403620210002902895","title":"Resolução colaborativa de problemas: resultados brasileiros no Pisa","year":2022,"lang":"pt","type":"article","venue":"Ensaio Avaliação e Políticas Públicas em Educação","topic":"Business and Management Studies","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.008039926,0.001581688,0.002109746,0.001801406,0.004862376,0.002089343,0.004163515,0.0004041517,0.02296098],"category_scores_gemma":[0.007863166,0.001515576,0.0008325242,0.007971006,0.0007428012,0.001036218,0.005278583,0.00206765,0.005903902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221285,"about_ca_system_score_gemma":0.001930613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000837874,"about_ca_topic_score_gemma":0.0001539794,"domain_scores_codex":[0.9819515,0.002856334,0.003126733,0.003407245,0.005360917,0.003297258],"domain_scores_gemma":[0.9889426,0.002462029,0.001680907,0.003823811,0.00192487,0.001165809],"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":[0.001012858,0.003448989,0.008801115,0.0003353311,0.0007430215,0.0005736789,0.03040602,0.0005911378,0.001336839,0.01553517,0.91557,0.0216459],"study_design_scores_gemma":[0.003901938,0.001564833,0.0114556,0.0002693289,0.0006727653,0.0002504098,0.06883551,0.009292639,0.0003548698,0.004979914,0.8955218,0.002900362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3248233,0.02509087,0.03370153,0.3687933,0.07833225,0.02755645,0.01081077,0.004413101,0.1264785],"genre_scores_gemma":[0.7859647,0.0003274892,0.001787166,0.006569904,0.0008443603,0.001357512,0.00009916219,0.0002705071,0.2027792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4611414,"threshold_uncertainty_score":0.9996931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08812870401052467,"score_gpt":0.3800608311056862,"score_spread":0.2919321270951616,"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."}}