{"id":"W2093971146","doi":"10.1097/sla.0b013e3181c1b18e","title":"The Impact of Minimally Invasive Surgery on Residents' Open Operative Experience","year":2010,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery; Quarter (Canadian coin); Open surgery; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001894971,0.0001776701,0.0001823376,0.0008512962,0.00026792,0.0007174569,0.0004396782,0.0001894452,0.002914638],"category_scores_gemma":[0.01666432,0.0000953197,0.0002894899,0.0007059968,0.0006325548,0.0005924021,0.001246192,0.0006274855,0.0003234174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006531983,"about_ca_system_score_gemma":0.001378134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961804,"about_ca_topic_score_gemma":0.00557109,"domain_scores_codex":[0.9979443,0.0005790946,0.0001986601,0.0001666652,0.0008539235,0.000257391],"domain_scores_gemma":[0.9832835,0.005574612,0.005788222,0.0004227853,0.001885719,0.003045126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001257114,0.00005026051,0.9845141,0.00007308566,0.00004486427,0.00009024159,0.0002208973,0.0001517132,0.0001008224,0.00007500085,0.001026076,0.01352729],"study_design_scores_gemma":[0.00000185373,0.0001101685,0.9980556,0.00002701335,0.00001100904,0.000195613,0.0004707487,0.0001420117,0.00008951785,0.00004955583,0.0008422349,0.0000046287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946758,0.0008806448,0.0003123131,0.0006554678,0.00005638454,0.00001292407,0.0007939564,0.00001164712,0.002600773],"genre_scores_gemma":[0.9988685,0.000195384,0.0001275091,0.00006382888,0.00004126045,0.000008528789,0.000468627,0.000004573045,0.0002218594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002961804,"threshold_uncertainty_score":0.01002163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1889218456517856,"score_gpt":0.4374412634032587,"score_spread":0.2485194177514731,"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."}}