{"id":"W2159522233","doi":"10.1117/1.2717899","title":"Real-time reflectance confocal microscopy: comparison of two-dimensional images and three-dimensional image stacks for detection of cervical precancer","year":2007,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Confocal; Confocal microscopy; Pathology; Epithelial tissue; Dysplasia; Microscopy; Materials science; Epithelium; Biomedical engineering; Optics; Medicine; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001373575,0.0001702615,0.0008477674,0.0002727162,0.00006148514,0.00001180527,0.0001278686,0.0002060083,0.000350446],"category_scores_gemma":[0.0003993804,0.0001288241,0.0002064969,0.0003020988,0.0008542858,0.00008963793,0.0000805837,0.0005166896,0.000001990846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428681,"about_ca_system_score_gemma":0.0004575336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003898033,"about_ca_topic_score_gemma":0.00002862091,"domain_scores_codex":[0.9969733,0.0000410503,0.001227144,0.0002024762,0.001188453,0.0003675139],"domain_scores_gemma":[0.9965205,0.0008196355,0.000526442,0.0001548098,0.001475357,0.0005032239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007479417,0.0006548583,0.001074914,0.0004583468,0.000164392,0.00003046561,0.00006838803,0.00001145684,0.9623778,0.0000423136,0.0007951627,0.02684246],"study_design_scores_gemma":[0.01184685,0.009425859,0.04728685,0.0004544125,0.0004381512,0.000368157,0.00008479372,0.0212616,0.9069465,0.000959107,0.0006730524,0.000254677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805197,0.001236302,0.01594587,0.0009988528,0.0003078128,0.0003902717,0.00007603344,0.00001093336,0.0005142449],"genre_scores_gemma":[0.9514364,0.0000798575,0.04777632,0.00008524182,0.0005134049,0.0000023604,0.0000132122,0.00002550271,0.0000677029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05543134,"threshold_uncertainty_score":0.5253294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524801800863466,"score_gpt":0.3963056553599056,"score_spread":0.371057637351271,"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."}}