{"id":"W2567303486","doi":"","title":"Progress in lung cancer chemoprevention.","year":2006,"lang":"en","type":"article","venue":"Cancer Epidemiology and Prevention Biomarkers","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Medicine; Breast cancer; Lung; Pathology; Cancer; Biopsy; Bronchoscopy; Radiology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001309197,0.000152408,0.0004461203,0.0001556812,0.00008533203,0.000003756192,0.00005893541,0.000149458,0.000468085],"category_scores_gemma":[0.0000852587,0.0001293192,0.0001094795,0.0002160409,0.000379552,0.00007410739,0.00004359107,0.0001848514,0.000002681417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001986303,"about_ca_system_score_gemma":0.0001114092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005917646,"about_ca_topic_score_gemma":0.0006387208,"domain_scores_codex":[0.9983692,0.0003502464,0.0004264557,0.0003675494,0.00008323105,0.0004033302],"domain_scores_gemma":[0.9993773,0.0002024081,0.0001398087,0.0001455167,0.00005227452,0.00008276678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004899185,0.00007741822,0.950047,0.0003256992,0.0003019436,0.00000937694,0.00003227777,0.000006849782,0.0008988724,0.0003059001,0.01120743,0.03629728],"study_design_scores_gemma":[0.001894868,0.00007185296,0.9860458,0.0004760539,0.00007843778,0.00001046413,0.00002720379,0.0008487005,0.0002683258,0.005820848,0.004321802,0.0001356523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8230875,0.1639031,0.0002221979,0.01113127,0.0002569837,0.0007889987,0.00002032013,0.00004151334,0.0005480896],"genre_scores_gemma":[0.9811967,0.01139477,0.0007821612,0.0004571966,0.0002015544,0.001066332,0.00005870945,0.00001928597,0.004823265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1581092,"threshold_uncertainty_score":0.5273486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347133648931312,"score_gpt":0.4157581132496031,"score_spread":0.38228677676029,"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."}}