{"id":"W7066766198","doi":"","title":"Investigating Visual-Spatial and Psychomotor Skills during Training for Laparoscopic Surgery","year":2012,"lang":"en","type":"other","venue":"Mspace (University of Manitoba)","topic":"Historical Astronomy and Related Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Manitoba Medical Service Foundation","keywords":"Psychomotor learning; Laparoscopic surgery; Gold standard (test); Task (project management); Quality (philosophy); Workload; Training (meteorology); Invasive surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004140915,0.0002549765,0.00008085106,0.0003238033,0.0002551251,0.000260565,0.0001940232,0.0001864265,0.004640809],"category_scores_gemma":[0.0009580814,0.00008497716,0.00009404575,0.0001872123,0.0001603674,0.0001659429,0.0002398259,0.0002948337,0.0008834039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790002,"about_ca_system_score_gemma":0.0009194537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00395883,"about_ca_topic_score_gemma":0.01781613,"domain_scores_codex":[0.9998862,0.00002064682,0.000005088941,0.00001722876,0.00004131061,0.00002952012],"domain_scores_gemma":[0.9995741,0.00008918265,0.00006132936,0.00002258144,0.0001409106,0.0001118314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001332401,0.01292505,0.4537384,0.0005891888,0.00005274762,0.0006677823,0.01197464,0.001456646,0.1377711,0.0005603788,0.003494909,0.3754368],"study_design_scores_gemma":[0.00001468756,0.002764188,0.9835544,0.00002875307,0.000007487429,0.0001894466,0.0020844,0.0003866277,0.006535509,0.00009304621,0.004331648,0.000009650628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950179,0.00004719688,0.000547278,0.00003250901,0.000005546043,0.00007132281,0.0001062346,0.00001147886,0.004160477],"genre_scores_gemma":[0.9802412,0.0002808107,0.004970273,0.00006982667,0.000004673806,0.0001362383,0.0003118936,0.000007573022,0.01397763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004640809,"threshold_uncertainty_score":0.0155251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512941787007909,"score_gpt":0.2133292474573844,"score_spread":0.1981998295873053,"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."}}