{"id":"W1965104993","doi":"10.1177/1553350610389826","title":"GOALS-Incisional Hernia: A Valid Assessment of Simulated Laparoscopic Incisional Hernia Repair","year":2011,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Incisional hernia; Visual analogue scale; Reliability (semiconductor); Competence (human resources); Inter-rater reliability; Abdominal wall; Internal consistency; Physical therapy; General surgery; Surgery; Rating scale; Statistics; Mathematics; Psychology; Patient satisfaction","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":[0.002341284,0.000332603,0.0002650425,0.0006579913,0.0002335143,0.0003909337,0.000299439,0.0002764045,0.001227804],"category_scores_gemma":[0.009091813,0.0001541166,0.0004373463,0.0002466723,0.0003234297,0.0004580399,0.001047554,0.0003445039,0.0002833131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002397824,"about_ca_system_score_gemma":0.0005447761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005759496,"about_ca_topic_score_gemma":0.001848804,"domain_scores_codex":[0.9984311,0.0006377572,0.0002315487,0.0001166661,0.0004852078,0.00009765159],"domain_scores_gemma":[0.9962791,0.001235416,0.000920095,0.0002733815,0.0008891567,0.0004028291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007402949,0.001468044,0.9050432,0.0002545635,0.0002062901,0.000175229,0.001543143,0.002481566,0.009915788,0.0004554585,0.001814476,0.07590189],"study_design_scores_gemma":[0.0001065761,0.002623476,0.9832457,0.00008621154,0.00004517581,0.0006288316,0.0009775333,0.005845238,0.003158267,0.0004124679,0.002822048,0.00004847638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992347,0.00008836508,0.003186768,0.00005797075,0.00003065469,0.0003787533,0.0003593643,0.00006086492,0.003490272],"genre_scores_gemma":[0.9908713,0.00009189457,0.007769033,0.00004428843,0.00001344617,0.0002538636,0.0004485651,0.000009709079,0.0004980225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002341284,"threshold_uncertainty_score":0.01238203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09854975551846784,"score_gpt":0.3845161522561013,"score_spread":0.2859663967376335,"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."}}