{"id":"W2223620450","doi":"10.5753/cbie.wcbie.2015.1084","title":"Mineração de Dados em publicações de Fóruns de Discussões do Moodle como geração de Indicadores para aprimoramento da Gestão Educacional","year":2015,"lang":"pt","type":"article","venue":"Anais ... Workshops do Congresso Brasileiro de Informática na Educação","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Bureau for International Education","keywords":"Computer science; Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008624117,0.0005329631,0.0006215003,0.005120539,0.002499836,0.005638138,0.0009214055,0.001018195,0.009627021],"category_scores_gemma":[0.05170111,0.0004424462,0.0006389624,0.005172739,0.001579818,0.006517822,0.003440088,0.001318964,0.002862975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002148814,"about_ca_system_score_gemma":0.001761038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004781368,"about_ca_topic_score_gemma":0.006735049,"domain_scores_codex":[0.9933918,0.003645936,0.000375736,0.0007764307,0.001548526,0.0002617126],"domain_scores_gemma":[0.9643127,0.01839416,0.004261745,0.003919854,0.007579092,0.001532508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001181041,0.0003376843,0.1967451,0.002890375,0.0002922296,0.0007846814,0.13897,0.001678787,0.01472574,0.03034582,0.04689921,0.5651494],"study_design_scores_gemma":[0.0001118609,0.0007456742,0.3136977,0.00204525,0.0003763193,0.0009659547,0.1137097,0.01212791,0.01388661,0.04147169,0.5004085,0.0004528979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7309442,0.005386345,0.09062794,0.01710421,0.001355086,0.001202168,0.0170659,0.003094841,0.1332193],"genre_scores_gemma":[0.9426801,0.001741043,0.03039353,0.0007003548,0.0002454115,0.0005971242,0.003261193,0.0003758771,0.02000535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009627021,"threshold_uncertainty_score":0.04560924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05228008015252484,"score_gpt":0.3376894977325398,"score_spread":0.285409417580015,"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."}}