{"id":"W4254793125","doi":"10.5489/cuaj.2928","title":"Urologist: Department of Surgery, University of Calgary","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Hernia repair and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003561594,0.001034564,0.001225495,0.002260464,0.004795192,0.0018535,0.002120531,0.003956172,0.4509523],"category_scores_gemma":[0.003382685,0.001158154,0.0005874604,0.001208862,0.001117322,0.001174081,0.002117177,0.004904388,0.06494277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01062557,"about_ca_system_score_gemma":0.0130212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1528511,"about_ca_topic_score_gemma":0.4405301,"domain_scores_codex":[0.9990784,0.00005225296,0.00007613158,0.0002785952,0.000195141,0.0003195596],"domain_scores_gemma":[0.9949078,0.0002314099,0.0001593344,0.00007636301,0.001203811,0.003421367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004674825,0.0007903366,0.03221767,0.001127954,0.0001095766,0.03344725,0.001116688,0.0008308871,0.003487678,0.001270033,0.7841687,0.1409657],"study_design_scores_gemma":[0.0005252925,0.0009173722,0.2591214,0.002771408,0.0001172463,0.03030184,0.007201774,0.0006545244,0.002279593,0.002153953,0.6936988,0.0002567552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.107564,0.06060137,0.002270221,0.3597479,0.06566504,0.001629457,0.01274561,0.001867394,0.387909],"genre_scores_gemma":[0.09389251,0.02394075,0.002314692,0.05226872,0.01164906,0.0002010989,0.001455375,0.0005410174,0.8137369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4509523,"threshold_uncertainty_score":0.7831499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216259481140361,"score_gpt":0.2212423708970397,"score_spread":0.1890797760856361,"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."}}