{"id":"W2809854563","doi":"10.1089/lap.2018.0126","title":"Development of an Open-Source Laparoscopic Simulator Capable of Motion and Force Assessment: High Tech at Low Cost","year":2018,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Simulation; Computer science; Motion (physics); Software; Inertial measurement unit; Open source hardware; Motion analysis; Laptop; Formative assessment; Open source; Artificial intelligence","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":[0.0009963409,0.0007229291,0.000454927,0.0006803741,0.0001714288,0.000451712,0.001668833,0.0004933122,0.0083891],"category_scores_gemma":[0.002425242,0.000415129,0.0005347017,0.0002281858,0.000252422,0.0006613485,0.001126036,0.0005684529,0.002594253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974311,"about_ca_system_score_gemma":0.0007893979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006506658,"about_ca_topic_score_gemma":0.0008844323,"domain_scores_codex":[0.9990976,0.00009926676,0.00006317088,0.00009841492,0.0005922858,0.00004936584],"domain_scores_gemma":[0.9982901,0.0003784208,0.0001491382,0.0002317997,0.0007460013,0.0002044459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008073282,0.001488795,0.01172467,0.0008634456,0.0001583503,0.000637937,0.0004054566,0.01559619,0.4976157,0.001389664,0.01016126,0.4591512],"study_design_scores_gemma":[0.0007869636,0.007161539,0.05323955,0.0002661341,0.0003437698,0.004675367,0.0001982059,0.2957,0.523681,0.001321938,0.1122191,0.0004064022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1296752,0.0001795444,0.8428474,0.000187492,0.0001677705,0.002156297,0.0007525689,0.01928804,0.004745716],"genre_scores_gemma":[0.3010273,0.0002238965,0.682342,0.0001911282,0.0000605976,0.001620214,0.002258918,0.001815469,0.01046052],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0083891,"threshold_uncertainty_score":0.02806431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412828661971814,"score_gpt":0.3544725338381125,"score_spread":0.3303442472183944,"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."}}