{"id":"W3163592876","doi":"10.1016/j.sopen.2021.05.001","title":"The study of visuospatial abilities in trainees: A scoping review and proposed model","year":2021,"lang":"en","type":"review","venue":"Surgery Open Science","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Manitoba; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Terminology; Intervention (counseling); Psychology; MEDLINE; Applied psychology; Medical education; Medicine; Cognitive psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005836065,0.0001767934,0.00209976,0.0001443026,0.0001684609,0.0001237442,0.000396091,0.00004292277,0.00004061507],"category_scores_gemma":[0.002751032,0.00009988378,0.000135086,0.001409478,0.0004280142,0.0001716592,0.0003401739,0.0001945635,7.881542e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005127805,"about_ca_system_score_gemma":0.003192757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004966839,"about_ca_topic_score_gemma":0.00006943538,"domain_scores_codex":[0.9975618,0.0002615671,0.0009573336,0.0004785093,0.0004981349,0.0002426197],"domain_scores_gemma":[0.9971462,0.001894429,0.0002759688,0.0004206218,0.0001604477,0.0001022849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005741669,0.0001255342,0.0001501042,0.02669744,0.00001557001,0.00001440867,0.0003690255,0.000007101681,5.38432e-8,0.00005422617,0.000004288639,0.9725565],"study_design_scores_gemma":[0.001028179,0.0001527582,0.0001377517,0.9722201,0.0006204112,0.00004422585,0.001942255,0.001239436,7.031155e-7,0.00002883109,0.02214967,0.0004357296],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009488297,0.9937414,0.000003315561,0.00006076281,0.00006100255,0.004264806,0.000002085045,0.000006817877,0.0009109794],"genre_scores_gemma":[0.007011749,0.992672,0.0000425836,0.0000783643,0.00001057474,0.00009382691,0.000003820067,0.00001070656,0.00007633484],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9721208,"threshold_uncertainty_score":0.5663814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2486129013344987,"score_gpt":0.4879228629736764,"score_spread":0.2393099616391777,"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."}}