{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000924009,0.000148099,0.0005994157,0.0001291639,0.000109302,0.00003641883,0.0002383877,0.00007309198,0.0003577381],"category_scores_gemma":[0.005354492,0.00007921019,0.0004296793,0.0002434551,0.0002298698,0.0002038051,0.0001332722,0.0001806081,0.0000133944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007263567,"about_ca_system_score_gemma":0.0008000892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157406,"about_ca_topic_score_gemma":0.00004856028,"domain_scores_codex":[0.9986603,0.00006673819,0.0005281186,0.0001921916,0.0002888143,0.0002638266],"domain_scores_gemma":[0.994827,0.003817854,0.0002607369,0.0004954059,0.0003899936,0.0002090188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008845309,0.0003556188,0.8951346,0.00003409526,0.0001695568,0.00007917191,0.001090507,0.000001293765,0.02187433,0.0001789245,0.07390746,0.006289949],"study_design_scores_gemma":[0.0001021784,0.0001841178,0.8361366,0.0002860808,0.000006595264,0.000008195982,0.0005136951,0.00000157842,0.1621263,0.000102106,0.0004413816,0.00009115323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947354,0.0001526974,1.875818e-7,0.00264095,0.0002085577,0.0002327609,0.00002509622,0.000007623681,0.001996791],"genre_scores_gemma":[0.9980688,0.0005955283,0.00002817542,0.000452228,0.0000568518,0.0000193929,0.00001053683,0.00001491962,0.0007535798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.140252,"threshold_uncertainty_score":0.6410213,"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."}}