{"id":"W2973786444","doi":"10.1093/ons/opz276","title":"Advances in Intraoperative Optics: A Brief Review of Current Exoscope Platforms","year":2019,"lang":"en","type":"review","venue":"Operative Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Magnification; Visualization; Neurosurgery; Medical physics; Optometry; Surgery; Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005612611,0.0005677846,0.004140728,0.0003220464,0.00004494205,0.00002521714,0.0001473097,0.0001732749,0.0007004391],"category_scores_gemma":[0.0009966805,0.0003771671,0.0006732225,0.0008923495,0.0001322332,0.0003199664,0.00008381754,0.0009296074,0.0001105591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001193392,"about_ca_system_score_gemma":0.000714805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001081744,"about_ca_topic_score_gemma":0.00000150563,"domain_scores_codex":[0.996635,0.0002399347,0.001659599,0.0006582984,0.0004532762,0.0003539138],"domain_scores_gemma":[0.9975506,0.001099531,0.0005200636,0.0004273748,0.0002380596,0.0001643897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003128431,0.0001702656,0.0000607124,0.1173221,0.00003704318,0.00007021792,0.0000625489,0.000005830723,3.300725e-7,0.0004707151,0.000087416,0.8816815],"study_design_scores_gemma":[0.0005698458,0.0001217598,0.00001214851,0.2730432,0.0002317674,0.00003183233,0.00001106201,0.00002826616,0.00000420355,0.00000514271,0.7256851,0.0002557014],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003088076,0.9889576,0.00001362688,0.00004309391,0.0007498921,0.002112916,0.00005437553,0.00002632378,0.008011235],"genre_scores_gemma":[0.00009093765,0.9985098,0.00003662851,0.0005394015,0.0001348873,0.0001552661,0.0002590824,0.00006491986,0.0002091103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8814258,"threshold_uncertainty_score":0.999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251836694418236,"score_gpt":0.4373457556817392,"score_spread":0.3121620862399155,"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."}}