{"id":"W2908757095","doi":"10.1016/j.jogc.2018.10.025","title":"Cervical Digital Photography: An Alternative Method to Colposcopy","year":2019,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec; Centre hospitalier universitaire de Québec; Université de Sherbrooke; Hôpital Charles-Le Moyne","funders":"U.S. Food and Drug Administration; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Colposcopy; Medicine; Photography; Digital photography; Gold standard (test); Predictive value; Gynecology; Cervical cancer; Obstetrics; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002548019,0.0001388929,0.0005029779,0.0003833852,0.00002705144,0.0000463031,0.0001557674,0.00006440412,0.0002415611],"category_scores_gemma":[0.00179119,0.0001085948,0.00005890846,0.0004662788,0.00004566211,0.0002107023,0.00004947947,0.000348377,0.000003292326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004353179,"about_ca_system_score_gemma":0.0009508702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003952891,"about_ca_topic_score_gemma":0.001150084,"domain_scores_codex":[0.9986429,0.00003496172,0.0004120232,0.0001792374,0.0004752215,0.0002556335],"domain_scores_gemma":[0.9972809,0.001274997,0.0002103993,0.0001578985,0.0004607925,0.0006149887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000784651,0.0003202636,0.7765828,0.00009192159,0.0004027193,0.005578998,0.0003077627,0.00009556171,0.0003453375,0.0002323878,0.004992774,0.210971],"study_design_scores_gemma":[0.007897078,0.007945275,0.8506194,0.000057538,0.0002439788,0.001054484,0.001327119,0.0009229069,0.0008600332,0.0006093344,0.1280837,0.0003791522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827879,0.0005122098,0.0006979377,0.001017228,0.006489774,0.0002513129,0.00002185406,0.000006075532,0.008215695],"genre_scores_gemma":[0.9891208,0.00001020147,0.00687941,0.003560157,0.00005551335,0.000001343245,0.000004950174,0.00001722309,0.000350434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2105919,"threshold_uncertainty_score":0.5975614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107660143818675,"score_gpt":0.2827585171062486,"score_spread":0.2716819156680619,"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."}}