{"id":"W2963040952","doi":"","title":"Medical Education and 3D printing: the design and validation of a simulation model for laparoscopic hysterectomy and vaginal cuff closure - a research proposal","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Closure (psychology); Hysterectomy; Laparoscopic hysterectomy; Vagina; Cuff; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001900697,0.00006858998,0.0002441616,0.0002349122,0.0001571058,0.00001067012,0.0001831471,0.0001033678,0.000008918554],"category_scores_gemma":[0.0002226084,0.00004671122,0.00004346008,0.0002977828,0.0005423616,0.00009938678,0.00005584052,0.0002167988,1.170487e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004315571,"about_ca_system_score_gemma":0.0001935943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058208,"about_ca_topic_score_gemma":0.0002824402,"domain_scores_codex":[0.9991274,0.0001832462,0.0002071961,0.00007972064,0.0002932907,0.0001091569],"domain_scores_gemma":[0.9989555,0.0004133877,0.0001608079,0.0001045424,0.0003068857,0.00005886701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009829164,0.0009062883,0.0628875,0.001716177,0.01099372,0.00001806303,0.0462046,0.6634448,0.007323634,0.02122376,0.001391795,0.1740605],"study_design_scores_gemma":[0.0009258172,0.0001998293,0.001423582,0.00004939664,0.0007195292,0.00001441452,0.0006207864,0.9914334,0.00005902987,0.004331154,0.0001765511,0.00004649083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.686318,0.0001256508,0.3130239,0.0003132149,0.00005864093,0.0001282701,0.000001310147,0.00000530727,0.00002565273],"genre_scores_gemma":[0.9964318,0.0003573475,0.003045375,0.000005101384,0.0001122253,1.902606e-7,0.000001838295,0.000004449142,0.00004162214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3279886,"threshold_uncertainty_score":0.1998354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02051419761408275,"score_gpt":0.2948974143058387,"score_spread":0.2743832166917559,"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."}}