{"id":"W4232909967","doi":"10.1590/s1413-77042011000200001","title":"Apresentação","year":2011,"lang":"pt","type":"article","venue":"Tempo","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Condor Petroleum (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":[0.0003470624,0.0002727406,0.000262368,0.0001602902,0.0001051355,0.00003352922,0.0005121974,0.0001520542,0.01663132],"category_scores_gemma":[0.00006356177,0.0002819972,0.0001406112,0.0003987801,0.0001525822,0.0002284991,0.0002418343,0.000259771,0.3240831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009158017,"about_ca_system_score_gemma":0.00007605716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008908983,"about_ca_topic_score_gemma":0.00007189659,"domain_scores_codex":[0.9981321,0.0001687936,0.0003122659,0.0004186592,0.0003709358,0.0005972917],"domain_scores_gemma":[0.9985459,0.00003286437,0.0001450923,0.0009384576,0.0000664689,0.0002712443],"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":[0.000328168,0.001183662,0.11708,0.0001060878,0.0002995864,0.0003198373,0.02401657,6.882267e-7,0.01040588,0.00408181,0.8405233,0.001654419],"study_design_scores_gemma":[0.005904752,0.001048449,0.3612021,0.0004558682,0.0007664857,0.0001729096,0.008012193,0.001500604,0.1159109,0.00462221,0.4970491,0.003354322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3622329,0.001571749,0.00005915627,0.0001319174,0.001406079,0.0005720127,0.0002262239,0.0006395917,0.6331604],"genre_scores_gemma":[0.9482588,0.00001022404,0.0002471724,0.000112918,0.0002044191,0.00001407616,0.00001497504,0.000178852,0.05095855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5860259,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1798289613515025,"score_gpt":0.3020319320290989,"score_spread":0.1222029706775964,"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."}}