{"id":"W4415230131","doi":"10.36557/pbpc.v4i2.409","title":"APLICAÇÃO DO MODELO CALGARY DE AVALIAÇÃO","year":2025,"lang":"pt","type":"article","venue":"Periódicos Brasil Pesquisa Científica","topic":"Education and Public Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Field (mathematics); Process (computing); Subject (documents); Object (grammar)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002067491,0.0005816357,0.000639105,0.0007639492,0.002107558,0.0009184751,0.00181326,0.0006577024,0.008984526],"category_scores_gemma":[0.001325031,0.0006375379,0.0004773381,0.003208442,0.0008076289,0.0005163875,0.0003784529,0.0008139653,0.001326728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065093,"about_ca_system_score_gemma":0.004806204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001749191,"about_ca_topic_score_gemma":0.0009226126,"domain_scores_codex":[0.9941073,0.0008305528,0.000874225,0.001219924,0.001070025,0.001897948],"domain_scores_gemma":[0.9966515,0.0004072236,0.0002987711,0.00114757,0.0004194904,0.001075421],"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":[0.00007287341,0.001640268,0.01752607,0.0002244944,0.0001928581,0.00001242912,0.09235057,0.00003452082,0.0003370091,0.3531272,0.4861869,0.04829482],"study_design_scores_gemma":[0.0009805164,0.00007994914,0.02738335,0.0001985497,0.0001742477,0.000009466295,0.02205981,0.005314032,0.0001516408,0.003948078,0.9387851,0.0009152559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.20882,0.003252636,0.003812522,0.09094219,0.007096727,0.001553786,0.0001660093,0.0007516029,0.6836045],"genre_scores_gemma":[0.8281803,0.0003584409,0.0001979955,0.0099453,0.0008145372,0.0001704356,0.00003422183,0.00004905443,0.1602497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6193603,"threshold_uncertainty_score":0.9996076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823215059201653,"score_gpt":0.3626778875893105,"score_spread":0.324445736997294,"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."}}