{"id":"W4382241442","doi":"10.51189/conbracib2023/16742","title":"PANORAMA DA PREVALÊNCIA E CAUSAS DA DEFICIÊNCIA VISUAL E CEGUEIRA NO BRASIL E EM PERNAMBUCO","year":2023,"lang":"pt","type":"article","venue":"","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Panorama; Computer science; Computer vision; Computer graphics (images); Medicine","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004271226,0.0006862347,0.000787153,0.0004888718,0.001736387,0.001156746,0.002540154,0.001669655,0.0252002],"category_scores_gemma":[0.004368586,0.0006671408,0.0004756086,0.00345401,0.0009079411,0.001092664,0.001811391,0.002193199,0.06297141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007036866,"about_ca_system_score_gemma":0.00166393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005622023,"about_ca_topic_score_gemma":0.001733882,"domain_scores_codex":[0.9894672,0.001282992,0.001004913,0.001469115,0.003939661,0.002836138],"domain_scores_gemma":[0.9955655,0.001333333,0.0003454239,0.0008469521,0.0007136015,0.001195241],"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":[0.0001192507,0.0002370434,0.0487118,0.0002245894,0.0002531199,0.0002969844,0.03433692,0.00003679159,0.0007380806,0.009568271,0.893512,0.01196512],"study_design_scores_gemma":[0.002559453,0.001308724,0.06314834,0.0005336048,0.0003122833,0.00001539272,0.2483295,0.01185734,0.0007851904,0.002035618,0.6659255,0.003189111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7646431,0.0004590946,0.000110503,0.00670211,0.003750057,0.001671302,0.0001675982,0.001166248,0.22133],"genre_scores_gemma":[0.6537167,0.001588796,0.00005416837,0.0007599423,0.0019404,0.00005724833,0.0000551921,0.00008473514,0.3417428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2275866,"threshold_uncertainty_score":0.9998801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0988562727746615,"score_gpt":0.4046970542219396,"score_spread":0.3058407814472781,"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."}}