{"id":"W2913648084","doi":"10.1007/s00464-019-06661-w","title":"Developing minimally invasive procedure quality metrics: one step at a time","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Metric (unit); Medicine; Quality (philosophy); Inguinal hernia; Workflow; Quality management; Medical physics; General surgery; Surgery; Operations management; Hernia; Computer science; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008311028,0.0001954177,0.0009108527,0.0001797877,0.00008707284,0.00001591507,0.0001616383,0.0002352305,0.005316889],"category_scores_gemma":[0.001208162,0.0001558051,0.0001342029,0.0005371853,0.0001392776,0.00006575556,0.000189917,0.0003390228,0.005251841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004614521,"about_ca_system_score_gemma":0.00115187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006385194,"about_ca_topic_score_gemma":0.0000179364,"domain_scores_codex":[0.9976224,0.0001999988,0.000467701,0.0004603857,0.0007010517,0.0005484367],"domain_scores_gemma":[0.9973588,0.001622675,0.0001194375,0.0003546422,0.0002311458,0.0003132844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005284903,0.0005288175,0.9715929,0.001096513,0.0005308768,0.000509028,0.0003395783,4.938828e-7,0.01331172,0.003734525,0.002229609,0.0008410081],"study_design_scores_gemma":[0.1011302,0.006481408,0.6941171,0.002318021,0.0008770375,0.0009569933,0.000826832,0.001393739,0.05197194,0.001458102,0.1365698,0.001898791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371754,0.0004555276,0.00002297765,0.001700253,0.00006310696,0.0008557901,0.00001166671,0.00007662337,0.05963864],"genre_scores_gemma":[0.9334968,0.000383655,0.01578834,0.0008724937,0.0002179646,0.0001004639,0.00009615676,0.00004348745,0.0490006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2774758,"threshold_uncertainty_score":0.9955924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05924161749461695,"score_gpt":0.3764100128259967,"score_spread":0.3171683953313798,"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."}}