{"id":"W4416148250","doi":"10.1007/s00464-025-12368-y","title":"Spatiotemporal characteristics of eye-hand coordination among different skill levels in laparoscopic surgery","year":2025,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Laparoscopic surgery; Gaze; Learning curve; Motion (physics); Eye tracking; Eye–hand coordination","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001634095,0.0001045674,0.0001633773,0.0005161357,0.000101826,0.0002824848,0.0001058895,0.0001607135,0.002045044],"category_scores_gemma":[0.002811662,0.00009143286,0.0001483205,0.0004871956,0.0001132022,0.000195735,0.000284538,0.0001394989,0.0001841277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092998,"about_ca_system_score_gemma":0.000176075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006088824,"about_ca_topic_score_gemma":0.007824202,"domain_scores_codex":[0.9999095,0.00001283398,0.000009472293,0.00002416709,0.00001522736,0.00002875419],"domain_scores_gemma":[0.9994403,0.0002494385,0.0001238695,0.00003682841,0.00008463383,0.00006491806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005922867,0.0003646354,0.5938271,0.0004039654,0.0004073899,0.0007830062,0.002524533,0.00783255,0.263008,0.001153025,0.002222263,0.1215508],"study_design_scores_gemma":[0.000006197663,0.00007214163,0.9965807,0.00000693035,0.00001526162,0.0001232494,0.0001224128,0.002029351,0.00080066,0.0001022093,0.0001345037,0.000006521746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978936,0.00008925112,0.0008561119,0.00001193081,0.00000359951,0.00001043298,0.0004239407,0.00001269892,0.0006983837],"genre_scores_gemma":[0.9990337,0.00004426522,0.0003443937,0.000007321234,0.00000308984,0.00001049949,0.0002331329,0.000005969248,0.0003177536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006088824,"threshold_uncertainty_score":0.01210678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477026667850201,"score_gpt":0.3180402043129185,"score_spread":0.2932699376344164,"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."}}