{"id":"W4406434838","doi":"10.1016/j.ysur.2014.01.012","title":"10.1016/j.ysur.2014.01.012","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Frozen section procedure; Section (typography); Surgery; Lymph; Axillary lymph nodes; Radiology; Ultrasound; General surgery; Cancer; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007646453,0.001159898,0.0005365535,0.001434517,0.0007934675,0.002429319,0.0009124559,0.002853641,0.8613157],"category_scores_gemma":[0.001093836,0.0004504796,0.0005741916,0.0006918692,0.0008736819,0.001733076,0.001215064,0.001364148,0.823762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007112127,"about_ca_system_score_gemma":0.001114083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871933,"about_ca_topic_score_gemma":0.001594178,"domain_scores_codex":[0.999756,0.00002025935,0.000017092,0.00006929757,0.00007555179,0.00006180099],"domain_scores_gemma":[0.9991822,0.0001177481,0.000114847,0.00005725673,0.0001617568,0.0003662501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000405552,0.0003044457,0.004768053,0.0005704009,0.00004388161,0.0004228535,0.0001225644,0.0003279791,0.002266269,0.007031017,0.2057953,0.7779415],"study_design_scores_gemma":[0.00007469655,0.0002030768,0.008690892,0.0008288052,0.00004988568,0.003146495,0.0002830097,0.0004064693,0.001269903,0.005788269,0.9792251,0.000033465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01026404,0.01567869,0.006082466,0.008914509,0.002431156,0.000143604,0.004430136,0.002836042,0.9492193],"genre_scores_gemma":[0.01935874,0.00509068,0.003690332,0.001809369,0.0006039708,0.00009048975,0.002733584,0.0003751737,0.9662478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1386843,"threshold_uncertainty_score":0.1978164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003737229637503877,"score_gpt":0.1817254854881878,"score_spread":0.177988255850684,"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."}}