{"id":"W4403375424","doi":"10.47879/ed.ep.2024592p153","title":"REMEMORANDO","year":2024,"lang":"pt","type":"book-chapter","venue":"EPITAYA eBooks","topic":"Education during COVID-19 pandemic","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Bank Note Company (Canada)","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001425681,0.0007273362,0.00077495,0.0004703487,0.0008048054,0.0003782177,0.0009978258,0.0009899657,0.005003175],"category_scores_gemma":[0.0002514174,0.0007735819,0.000614943,0.00007842397,0.0009308996,0.00009839386,0.000276756,0.001389959,0.01919402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006678898,"about_ca_system_score_gemma":0.001260361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007272488,"about_ca_topic_score_gemma":0.001009084,"domain_scores_codex":[0.9958038,0.0001295898,0.0008960751,0.001222855,0.001125268,0.0008224537],"domain_scores_gemma":[0.997304,0.0006047948,0.0004166075,0.0009496347,0.0002308005,0.0004941772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003113976,0.0000217097,0.0001520215,0.0003589059,0.0003059344,0.0000913866,0.04009395,0.000001875286,0.00007227087,0.9314633,0.02037329,0.007034207],"study_design_scores_gemma":[0.0002982084,0.00005519669,0.00004427736,0.0008665926,0.0002853192,0.000007322654,0.001673114,0.000006296909,0.00005999428,0.1219503,0.8739632,0.0007902033],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001241415,0.002173439,0.00002210145,0.005225498,0.008974974,0.000924268,0.00005525813,0.0005366664,0.9808464],"genre_scores_gemma":[0.1116218,0.0002644569,0.00005217089,0.0009836531,0.00335441,0.00004943871,0.00001526411,0.0001784773,0.8834803],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8535899,"threshold_uncertainty_score":0.9994715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06984576025234798,"score_gpt":0.3498995705244449,"score_spread":0.280053810272097,"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."}}