{"id":"W3172314178","doi":"10.1096/fasebj.27.1_supplement.958.7","title":"Stereo Laparoscopy: A Novel Approach to Resident Surgical Education","year":2013,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Spatial ability; Task (project management); Visualization; Modality (human–computer interaction); Significant difference; Monocular; Stereopsis; Computer science; Psychology; Artificial intelligence; Medicine; Cognition","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":[0.0004659817,0.0002718149,0.0002273874,0.0005729579,0.0002778404,0.0003971264,0.0004809153,0.000278801,0.00521599],"category_scores_gemma":[0.0004810225,0.0001514733,0.0003729492,0.0002296197,0.0003705235,0.0004974854,0.00140652,0.0005953917,0.0008944989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001988856,"about_ca_system_score_gemma":0.0008597571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005375638,"about_ca_topic_score_gemma":0.002598696,"domain_scores_codex":[0.9997591,0.000060128,0.000009089571,0.00004151078,0.00009252115,0.00003773985],"domain_scores_gemma":[0.9997218,0.00004053627,0.00003947222,0.00003615997,0.00003194808,0.0001300767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005957487,0.002885407,0.01616887,0.0005610837,0.00005579038,0.00147485,0.0008453422,0.0007976097,0.1615309,0.005509011,0.006899795,0.8026755],"study_design_scores_gemma":[0.001792778,0.06044721,0.3678166,0.0007419059,0.0005380454,0.134229,0.004201551,0.01948837,0.1064941,0.02064118,0.2829263,0.0006830431],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6478546,0.006792009,0.2922964,0.003246249,0.001148174,0.0009147542,0.0004265588,0.001486246,0.0458349],"genre_scores_gemma":[0.692642,0.005609934,0.2783659,0.00129529,0.0011929,0.000648885,0.0002527121,0.0001118465,0.01988046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00521599,"threshold_uncertainty_score":0.01744926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124819783743237,"score_gpt":0.2365816976147076,"score_spread":0.2240997192403839,"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."}}