{"id":"W3204655234","doi":"10.1503/cjs.018719","title":"Development, manufacture and initial assessment of validity of a 3-dimensional-printed bowel anastomosis simulation training model","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; University of Ottawa; Memorial University of Newfoundland","funders":"Atlantic Canada Opportunities Agency","keywords":"Face validity; Medicine; Likert scale; Anastomosis; Content validity; Simulation; Surgery; Scale (ratio); Medical physics; Physical therapy; Computer science; Statistics; Psychometrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01965575,0.0007453585,0.0003770483,0.00139866,0.000617186,0.001230284,0.001399131,0.000865322,0.001685703],"category_scores_gemma":[0.06257545,0.0005087808,0.001177274,0.0005549642,0.001148659,0.0009206955,0.001883369,0.0006491718,0.0005228429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460566,"about_ca_system_score_gemma":0.001813516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583818,"about_ca_topic_score_gemma":0.002043724,"domain_scores_codex":[0.9880734,0.005023468,0.001146641,0.0005781285,0.00490663,0.0002716037],"domain_scores_gemma":[0.9597108,0.01882741,0.002957507,0.003140739,0.01447451,0.0008890423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004418596,0.007037256,0.423318,0.002284219,0.000343739,0.001632791,0.01596086,0.03216612,0.16428,0.001916485,0.002144561,0.3444974],"study_design_scores_gemma":[0.0007313833,0.04887501,0.5368025,0.001588882,0.0009627753,0.004047645,0.008048586,0.1305941,0.2264498,0.00147206,0.03986815,0.0005590799],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672762,0.0001851413,0.02738268,0.0001812759,0.00008291955,0.001774197,0.0001986483,0.00009876942,0.002820223],"genre_scores_gemma":[0.9177988,0.0002447624,0.07927307,0.00009719787,0.00003045979,0.0008897191,0.0006267428,0.00006443961,0.0009749861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01965575,"threshold_uncertainty_score":0.1039508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1756444885612871,"score_gpt":0.3517940434542625,"score_spread":0.1761495548929754,"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."}}