{"id":"W7100314071","doi":"","title":"HIGH-RESOLUTION IMAGE CYTOMETRY ON SMEARS OF NORMAL ORAL MUCOSA: A POSSIBLE APPROACH FOR THE EARLY DETECTION OF LARYNGOPHARYNGEAL CANCERS","year":2004,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predictive value; Receiver operating characteristic; Feulgen stain; Soft palate; Cytometry; Occult; Oral cavity; Multiplex","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000493482,0.0002010473,0.0002067784,0.001384265,0.0001463253,0.0003667219,0.0002056349,0.0003260308,0.001076425],"category_scores_gemma":[0.001282627,0.0001038142,0.0001014311,0.0003488734,0.0002484008,0.0002661849,0.0001686327,0.0002039692,0.0003328209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001791163,"about_ca_system_score_gemma":0.000123544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005970528,"about_ca_topic_score_gemma":0.0008720858,"domain_scores_codex":[0.9998141,0.00006430792,0.00001580515,0.0000291514,0.00005742407,0.00001913848],"domain_scores_gemma":[0.9995964,0.0001368703,0.0001117851,0.00002914267,0.00008110539,0.00004465119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001176878,0.0001677874,0.5292439,0.0002395113,0.00005660342,0.0004293714,0.0001575488,0.0006604317,0.3622642,0.0001729073,0.0003697059,0.1050612],"study_design_scores_gemma":[0.00004501161,0.0005599599,0.8965146,0.00004567865,0.00006925612,0.003040725,0.0003320268,0.01012814,0.08703857,0.000428583,0.00177416,0.0000232664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876255,0.00179596,0.009442686,0.00009788449,0.00001495084,0.00004055163,0.0001162453,0.00006312307,0.0008030601],"genre_scores_gemma":[0.9895275,0.0004738501,0.009510802,0.00003367949,0.00001708008,0.00002133848,0.00008904959,0.000003282508,0.0003234716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001384265,"threshold_uncertainty_score":0.003601015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968297167438446,"score_gpt":0.2151411196686729,"score_spread":0.1854581479942884,"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."}}