{"id":"W4281297434","doi":"10.1177/15533506221081107","title":"Pilot Evaluation of a Novel, Low-Cost, Simulation Model for Training and Assessment of Laparoscopic Intracorporeal Continuous Suturing","year":2022,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Reliability (semiconductor); Simulation training; Task (project management); Laparoscopy; Surgery; Simulation; Computer science","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":[0.002349143,0.0008341403,0.0004451995,0.0004738155,0.0002710008,0.0004159723,0.001183949,0.0007242972,0.002919926],"category_scores_gemma":[0.003844234,0.0003760402,0.000524957,0.000162359,0.0004125277,0.000544618,0.000827521,0.0005438054,0.0005052658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005005939,"about_ca_system_score_gemma":0.00108617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807831,"about_ca_topic_score_gemma":0.002673307,"domain_scores_codex":[0.9992849,0.0003608047,0.00004206927,0.00009286667,0.0001195763,0.00009976108],"domain_scores_gemma":[0.9973273,0.001010914,0.000211077,0.0002334098,0.0005190782,0.000698255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03829945,0.2309991,0.1237024,0.001869635,0.0006160508,0.001385522,0.0055086,0.09782845,0.2812823,0.001041653,0.003491666,0.2139751],"study_design_scores_gemma":[0.005276487,0.5660238,0.1357117,0.0002259968,0.0004230527,0.0007034711,0.00183899,0.2235544,0.05811042,0.0004711323,0.007451627,0.0002089791],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942009,0.00002142634,0.004600106,0.00003696245,0.00001822107,0.0006231867,0.0001132769,0.00006458149,0.0003212639],"genre_scores_gemma":[0.9771842,0.00009807345,0.01967915,0.00004289393,0.00002074425,0.001358116,0.0005444606,0.0000165453,0.001055918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002919926,"threshold_uncertainty_score":0.01242357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2330904471225153,"score_gpt":0.4285855035663391,"score_spread":0.1954950564438238,"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."}}