{"id":"W1564056974","doi":"10.1111/j.1532-950x.2012.01058.x","title":"Effect of Two Instrument Designs on Laparoscopic Skills Performance","year":2012,"lang":"en","type":"article","venue":"Veterinary Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American College of Veterinary Internal Medicine","keywords":"Medicine; Task (project management); Set (abstract data type); Session (web analytics); Medical physics; Ligature; Crossover study; Physical therapy; Surgery; Computer science","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":[0.004519846,0.001099395,0.001071953,0.0006886697,0.0002214578,0.000877304,0.0005922229,0.001068495,0.003923628],"category_scores_gemma":[0.01949097,0.0008220338,0.0005400718,0.0002833204,0.001023692,0.0008624077,0.0007436486,0.0008753713,0.0003146989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003359178,"about_ca_system_score_gemma":0.0004667687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548788,"about_ca_topic_score_gemma":0.000194115,"domain_scores_codex":[0.994086,0.002677851,0.0008507437,0.0008173424,0.001156041,0.0004120536],"domain_scores_gemma":[0.9728363,0.01612636,0.006832105,0.001129001,0.0007790463,0.002297171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7051322,0.05383132,0.05883503,0.001387288,0.001080895,0.000250803,0.00054629,0.0009678208,0.1062296,0.0001922408,0.0003629184,0.07118353],"study_design_scores_gemma":[0.02862504,0.7739575,0.1683806,0.0001613613,0.0009285358,0.0004095543,0.0002526535,0.001601013,0.02404726,0.0002506003,0.001279535,0.0001063302],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981269,0.000382805,0.0008563299,0.00003776688,0.00006211854,0.0002272418,0.00005985817,0.00001722224,0.0002298113],"genre_scores_gemma":[0.9914335,0.0002565458,0.006713775,0.0001069097,0.00007823027,0.0006275805,0.0001539186,0.00001956136,0.0006099187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004519846,"threshold_uncertainty_score":0.02390355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07183623246072132,"score_gpt":0.3419746807232331,"score_spread":0.2701384482625118,"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."}}