{"id":"W4313855424","doi":"10.46421/enebim.v4i00.1920","title":"Certificações intermediárias","year":2023,"lang":"pt","type":"article","venue":"Encontro Nacional Sobre o Ensino de BIM","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Humanities; Political science; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003785786,0.0003944713,0.0005347326,0.0004597844,0.0009873292,0.000230637,0.001266903,0.001025932,0.002719378],"category_scores_gemma":[0.004216356,0.0003908318,0.0004092552,0.001608643,0.0009874713,0.0004256552,0.0005400261,0.001527392,0.009364717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005978131,"about_ca_system_score_gemma":0.001159322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006508024,"about_ca_topic_score_gemma":0.0003659632,"domain_scores_codex":[0.9936234,0.001065852,0.0006335038,0.0007845163,0.002010516,0.001882221],"domain_scores_gemma":[0.9963319,0.001820128,0.0002246929,0.0004471214,0.000330255,0.0008459522],"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":[0.000201069,0.00009104126,0.00243423,0.00004603258,0.0002143464,0.0004802662,0.01758004,0.00006546843,0.001308721,0.0777204,0.8860186,0.01383982],"study_design_scores_gemma":[0.001302502,0.0001863087,0.009162182,0.0002290533,0.000078465,0.000025987,0.02932712,0.003434938,0.0005304659,0.01644899,0.9385315,0.0007425216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4559676,0.00218843,0.001628912,0.3666233,0.01798148,0.003055568,0.0007834356,0.002426683,0.1493446],"genre_scores_gemma":[0.9349271,0.002167512,0.00009076139,0.002184219,0.003724223,0.00004139071,0.00005997734,0.00005646382,0.05674833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4789595,"threshold_uncertainty_score":0.9998544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09095130894544788,"score_gpt":0.3769169142893835,"score_spread":0.2859656053439356,"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."}}