{"id":"W2007788863","doi":"10.1097/iop.0000000000000465","title":"A Novel Combination Point-of-View (POV) Action Camera Recording to Capture the Surgical Field and Instrument Ergonomics in Oculoplastic Surgery","year":2015,"lang":"en","type":"article","venue":"Ophthalmic Plastic and Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Calgary","funders":"","keywords":"Medicine; Point (geometry); Stereoscopy; Field (mathematics); Computer vision; Head (geology); Field of view; Computer science; Artificial intelligence; 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":[0.0006827909,0.0001814235,0.0005675378,0.0002967211,0.00006756157,0.00002530997,0.00002945338,0.0001331458,0.00004653669],"category_scores_gemma":[0.001604094,0.0001338326,0.0000882431,0.0003232625,0.0001376539,0.0001355805,0.00004255347,0.000262114,0.000002883261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009649136,"about_ca_system_score_gemma":0.0001976224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001732924,"about_ca_topic_score_gemma":0.00001928584,"domain_scores_codex":[0.9987037,0.00009327067,0.0005041003,0.0002982735,0.0001724161,0.0002282791],"domain_scores_gemma":[0.992353,0.007044979,0.0001668491,0.0001038235,0.00009691375,0.0002344216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002837628,0.0002074146,0.7664918,0.000221344,0.0001527659,0.000160565,0.0008257024,0.0002185157,0.0001391291,0.0007114831,0.0001465451,0.2278871],"study_design_scores_gemma":[0.01028285,0.000577428,0.9388316,0.003614984,0.0003014272,0.01462315,0.0111524,0.01461829,0.0006950684,0.001139716,0.003011517,0.001151558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968224,0.0001956638,0.0003886216,0.0004890658,0.001046544,0.000251559,0.000009207838,0.00001602323,0.0007809443],"genre_scores_gemma":[0.9994565,0.0001192104,0.0001985472,0.0000847987,0.00006960127,0.00001614951,0.00001427747,0.00001340158,0.00002746117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2267355,"threshold_uncertainty_score":0.5457536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06172466928385748,"score_gpt":0.289183588669129,"score_spread":0.2274589193852715,"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."}}