{"id":"W2129026740","doi":"10.1373/clinchem.2012.186940","title":"Conquering Cancer in Our Lifetime: New Diagnostic and Therapeutic Trends","year":2012,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Cancer; Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001954245,0.0001416298,0.0001897698,0.000011632,0.00002367202,0.00001693058,0.0001136581,0.0002275279,0.00006625307],"category_scores_gemma":[0.0004719277,0.0001432332,0.00007008573,0.00005963202,0.00005092798,0.000002459011,0.0001204293,0.0001729461,0.000005319726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001808092,"about_ca_system_score_gemma":0.000102997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003567671,"about_ca_topic_score_gemma":0.00002532395,"domain_scores_codex":[0.9990461,0.00001908706,0.0003048208,0.000274415,0.00005956692,0.0002960234],"domain_scores_gemma":[0.9992632,0.0001336568,0.0000704351,0.0002363832,0.00001828337,0.000278091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007235527,0.0001648852,0.8784836,0.00003755042,0.00006063711,0.00000425546,0.00003340284,0.00003726627,0.03898213,0.00002174495,0.007726238,0.07437592],"study_design_scores_gemma":[0.004864009,0.0002361879,0.5021014,0.0001440052,0.0001711904,0.00004081048,0.0002095269,0.0001474568,0.1882206,0.0002094093,0.3024553,0.001200112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785516,0.0191251,0.00002936891,0.0007595133,0.0002946386,0.00004976954,0.00002201406,0.000008671838,0.001159284],"genre_scores_gemma":[0.9912034,0.004695534,0.00007957957,0.0006042673,0.001882797,0.00001790654,0.00002644955,0.00002242087,0.0014676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3763822,"threshold_uncertainty_score":0.584088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832314078485868,"score_gpt":0.3563949680654341,"score_spread":0.3280718272805754,"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."}}