{"id":"W4242148965","doi":"10.1016/j.gie.2011.02.018","title":"Response","year":2011,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"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":[0.000202212,0.0001370935,0.0001966289,0.00008210883,0.00005705501,0.00000633122,0.0000708393,0.00001537813,0.0005204347],"category_scores_gemma":[0.0003863924,0.0001163822,0.00009695483,0.0001237385,0.0001063747,0.00004518403,0.00004646819,0.0001372273,0.0002350459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004715995,"about_ca_system_score_gemma":0.0000861189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000649487,"about_ca_topic_score_gemma":0.000004738667,"domain_scores_codex":[0.9991348,0.00004882973,0.0001591426,0.0002163762,0.0001539301,0.0002869551],"domain_scores_gemma":[0.999382,0.00009191052,0.00004096525,0.000248438,0.00008186202,0.0001548676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02177143,0.0002437967,0.7779617,0.00004297148,0.0000550148,0.001366085,0.001190706,1.535267e-7,0.1852633,0.0003193256,0.01077806,0.001007454],"study_design_scores_gemma":[0.001626466,0.001989165,0.97502,0.0001976931,0.00006644682,0.01202458,0.0003369929,0.000008002933,0.006602764,0.0001110352,0.001895998,0.0001208585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9294194,0.0002731314,0.002664616,0.001011791,0.0001375346,0.0002345379,0.000005985219,0.0002266844,0.0660263],"genre_scores_gemma":[0.8907365,0.000003994958,0.1072232,0.0005850813,0.00008976122,0.00002017393,0.000002677568,0.000019978,0.00131867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970583,"threshold_uncertainty_score":0.5698395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705992375594246,"score_gpt":0.2768633169547926,"score_spread":0.2298033931988501,"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."}}