{"id":"W2069591338","doi":"10.1016/s0168-8278(11)61000-3","title":"998 PATHOLOGICAL CLASSIFICATION OF PRIMARY MALIGNANT LIVER TUMORS BY MALDI IMAGING","year":2011,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Digital Payment Technologies (Canada)","funders":"","keywords":"Pathological; Primary (astronomy); Pathology; Medicine; MALDI imaging; Chemistry; Matrix-assisted laser desorption/ionization","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008816969,0.0003005613,0.0001854247,0.002145243,0.0003210197,0.0006639092,0.0002545393,0.000387528,0.001821202],"category_scores_gemma":[0.001388802,0.0001873398,0.00025544,0.0005485585,0.0005542397,0.0003990367,0.0004230386,0.0002561097,0.001103549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002808058,"about_ca_system_score_gemma":0.0002384926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005690923,"about_ca_topic_score_gemma":0.0008480198,"domain_scores_codex":[0.9997229,0.00005649936,0.00004329041,0.00002465447,0.00009291862,0.00005973729],"domain_scores_gemma":[0.9995141,0.0001207038,0.0000716326,0.00005491916,0.0001607123,0.00007791723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001930352,0.0000962245,0.7421083,0.0001657095,0.00007477131,0.009178936,0.0002870419,0.0006523496,0.1536715,0.0008762911,0.001263727,0.08969475],"study_design_scores_gemma":[0.00007433639,0.0005850137,0.7680795,0.00008830865,0.0002121388,0.09823519,0.0008875186,0.01895181,0.1006224,0.001581555,0.01063768,0.00004464726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782619,0.001856716,0.008860855,0.0002425517,0.00005667303,0.00006489328,0.0001643463,0.0001068718,0.01038517],"genre_scores_gemma":[0.9915702,0.0004205775,0.006795829,0.00004395385,0.00002667411,0.00001967195,0.0001464523,0.00001558189,0.0009609742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002145243,"threshold_uncertainty_score":0.006092489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04401697846960883,"score_gpt":0.2566237811431169,"score_spread":0.2126068026735081,"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."}}