{"id":"W4387064838","doi":"10.15210/pixo.v7i25.5866","title":"ALTERNATIVA PARA CAPACITAÇÃO EM MÉTODOS PARTICIPATIVOS EM TEMPOS DE ENSINO REMOTO","year":2023,"lang":"pt","type":"article","venue":"PIXO - Revista de Arquitetura Cidade e Contemporaneidade","topic":"Education during COVID-19 pandemic","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Monsanto (Canada)","funders":"","keywords":"Humanities; Art","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":[0.006603465,0.001436186,0.001851477,0.0009637738,0.001838864,0.002365127,0.002494454,0.001026387,0.00109534],"category_scores_gemma":[0.007020407,0.001567505,0.0008847323,0.003762439,0.0008454233,0.001061543,0.0004696224,0.001929378,0.002511021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00250658,"about_ca_system_score_gemma":0.003042199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001934434,"about_ca_topic_score_gemma":0.0008153681,"domain_scores_codex":[0.9855626,0.003860587,0.002571534,0.002172968,0.002162765,0.003669562],"domain_scores_gemma":[0.9903683,0.003159399,0.00172771,0.002095106,0.0006774708,0.001972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005435717,0.0007934411,0.2037407,0.002686417,0.001305376,0.001293847,0.5917712,0.0002616385,0.03110304,0.004653617,0.153691,0.008156043],"study_design_scores_gemma":[0.008360814,0.0009081666,0.1521435,0.007322242,0.00188542,0.000326127,0.2720951,0.0158804,0.00839762,0.00276658,0.5216634,0.008250667],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667645,0.003968481,0.001154015,0.01974935,0.001635424,0.003158896,0.0002229506,0.0015757,0.001770718],"genre_scores_gemma":[0.9638202,0.0008405453,0.0002118041,0.003854663,0.002190863,0.0003985668,0.0001645634,0.0003028062,0.02821604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3679723,"threshold_uncertainty_score":0.9998388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1298112954822785,"score_gpt":0.3987698956130264,"score_spread":0.2689586001307479,"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."}}