{"id":"W4312958844","doi":"10.1016/j.hpb.2022.05.157","title":"Treatment Strategies for Recurrent Colorectal Cancer Liver Metastasis in Light of Tumor Histopathologic Growth Patterns","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Colorectal cancer; Metastasis; Hepatectomy; Resection; Surgical margin; Curative treatment; Surgery; Surgical resection; Overall survival; Internal medicine; Disease; Oncology; Cancer","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":[0.00006325563,0.0000998334,0.0001470764,0.00003810613,0.00004546883,0.000007151373,0.00009440521,0.00002287831,0.00006369734],"category_scores_gemma":[0.00001488224,0.00009351032,0.0000877827,0.00004570545,0.00001918211,0.000001589355,0.00007814315,0.00003368434,3.70244e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129175,"about_ca_system_score_gemma":0.0001679071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004033358,"about_ca_topic_score_gemma":0.001266509,"domain_scores_codex":[0.999396,0.00003522051,0.0001493195,0.0002166122,0.00005754926,0.0001452471],"domain_scores_gemma":[0.9997377,0.00001700427,0.00007902986,0.0001047294,0.00003524344,0.00002630253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003227329,0.002409027,0.06087209,0.0003218483,0.0002868458,0.0001823014,0.00235494,0.002732749,0.8443188,0.003502868,0.007036434,0.07275479],"study_design_scores_gemma":[0.006576294,0.01836446,0.03408071,0.00003693161,0.000323689,0.00008837911,0.003180113,0.001655402,0.6047581,0.000528037,0.3293187,0.001089202],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937083,0.004265198,0.0002867693,0.00005783339,0.0002506791,0.0002977425,0.0009822878,0.000003293251,0.0001478739],"genre_scores_gemma":[0.9975306,0.001095444,0.000361138,0.00007654334,0.00007059797,0.000655318,0.000133143,0.0000120336,0.00006515167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3222823,"threshold_uncertainty_score":0.381324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774814935359312,"score_gpt":0.260313404846954,"score_spread":0.2425652554933609,"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."}}