{"id":"W2120686466","doi":"10.1158/1940-6207.capr-09-0062","title":"Autofluorescence-Guided Surveillance for Oral Cancer","year":2009,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"National Cancer Institute","keywords":"Medicine; Autofluorescence; Head and neck cancer; Cancer; Internal 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001525393,0.0001402718,0.0002473285,0.0001369391,0.0004336696,0.00004360191,0.0002488563,0.0001709385,0.001409046],"category_scores_gemma":[0.000107801,0.000128082,0.00012292,0.0003977538,0.0001158021,0.0001275295,0.00003948253,0.0003285096,0.0002058202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147538,"about_ca_system_score_gemma":0.0004617351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004419591,"about_ca_topic_score_gemma":0.00145848,"domain_scores_codex":[0.9975833,0.0004567137,0.0003239143,0.0004764712,0.0004353383,0.0007242354],"domain_scores_gemma":[0.9987873,0.000138432,0.00008533583,0.0003423535,0.0004856509,0.0001609633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009532488,0.000836518,0.1912562,0.0004183502,0.0001385574,0.0001355405,0.0002459091,0.0001148862,0.00283398,0.008812659,0.2673314,0.5269228],"study_design_scores_gemma":[0.003853989,0.0008151369,0.9010332,0.0002500404,0.00002779239,0.00002054273,0.00005490226,0.000540558,0.005649287,0.01762589,0.06980116,0.0003274892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721518,0.008728176,0.001461737,0.008441281,0.002097892,0.003079976,0.0003391636,0.0002280979,0.003471907],"genre_scores_gemma":[0.9609081,0.0007899345,0.0006840785,0.0002402295,0.0003751221,0.001263611,0.00005125035,0.00001893336,0.03566878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.709777,"threshold_uncertainty_score":0.9995038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2602446588543986,"score_gpt":0.5582299605463377,"score_spread":0.2979853016919391,"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."}}