{"id":"W4390026411","doi":"10.54751/revistafoco.v16n12-113","title":"APRENDIZAGEM BASEADA EM EQUIPES E SEUS DESAFIOS: PERSPECTIVAS DO PERFIL DOCENTE NA PRÁXIS EDUCACIONAL","year":2023,"lang":"pt","type":"article","venue":"Revista Foco","topic":"Science and Education Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré de Santé et de Services Sociaux des Laurentides","funders":"","keywords":"Humanities; Philosophy; Sociology","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":["insufficient_payload"],"category_scores_codex":[0.003699707,0.0003921429,0.0004620894,0.0005651927,0.002181139,0.001829796,0.001497366,0.0002226402,0.01041449],"category_scores_gemma":[0.001412311,0.000374365,0.0003837045,0.005239076,0.0006965165,0.0007487404,0.0004030247,0.0006046824,0.007576423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007502107,"about_ca_system_score_gemma":0.002916852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007488533,"about_ca_topic_score_gemma":0.0002008,"domain_scores_codex":[0.9933758,0.0007529579,0.0005484016,0.001171197,0.002435226,0.001716425],"domain_scores_gemma":[0.9969735,0.0006487452,0.0002133721,0.000743372,0.0005715134,0.0008494636],"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":[0.00008343661,0.0009235769,0.01764067,0.0005529834,0.0002121646,0.0001050125,0.1514351,0.00004246781,0.0004725171,0.05678456,0.7242318,0.04751569],"study_design_scores_gemma":[0.0005315233,0.0001916765,0.01911736,0.0005603599,0.00008292281,0.00001310713,0.2922369,0.0006255977,0.000126032,0.0005686476,0.685089,0.0008569215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9113978,0.007202764,0.00006382063,0.04087504,0.003513644,0.002035912,0.0002226732,0.0005143123,0.03417401],"genre_scores_gemma":[0.8807105,0.002767899,0.00005713099,0.0003255945,0.001690547,0.0001196984,0.00005052179,0.0000463379,0.1142317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408018,"threshold_uncertainty_score":0.9998708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025171121869217,"score_gpt":0.4236605913433074,"score_spread":0.3211434791563856,"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."}}