{"id":"W4285179600","doi":"10.37039/1982.8551.20220050","title":"O retinólogo cirúrgico","year":2022,"lang":"pt","type":"article","venue":"Revista Brasileira de Oftalmologia","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Heart Institute","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002570159,0.0006096014,0.00120246,0.0003310163,0.0007173914,0.0001277767,0.0006789101,0.0002807885,0.01793948],"category_scores_gemma":[0.00109664,0.0006071092,0.0007786197,0.00103113,0.0002794116,0.00009135517,0.0009580512,0.001722954,0.0008269468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007417891,"about_ca_system_score_gemma":0.0007422859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008074534,"about_ca_topic_score_gemma":5.599956e-7,"domain_scores_codex":[0.9945152,0.001234478,0.0009843011,0.001018727,0.0009530539,0.001294287],"domain_scores_gemma":[0.9971322,0.0004711426,0.0005238266,0.001188294,0.0001371205,0.0005474499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008367867,0.000848817,0.8384809,0.0009779062,0.0003638339,0.01211984,0.0003953272,0.0000412109,0.004277698,0.005213431,0.1326077,0.003836547],"study_design_scores_gemma":[0.001753668,0.002208378,0.7060784,0.0005169299,0.0008075825,0.01072715,0.001469977,0.0004886935,0.0002264088,0.00006991947,0.2744251,0.001227739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627716,0.01796683,0.0002035617,0.0008795352,0.001333342,0.0009895855,0.0002246298,0.0002665378,0.01536437],"genre_scores_gemma":[0.9555465,0.0002378687,0.0001736982,0.00264498,0.0006022054,0.0001660131,0.0002946889,0.0001222431,0.04021183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1418174,"threshold_uncertainty_score":0.999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02949238057994924,"score_gpt":0.2898905346432398,"score_spread":0.2603981540632906,"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."}}