{"id":"W4406542781","doi":"10.2196/56269","title":"A Serious Game to Study Reduced Field of View in Keyhole Surgery: Development and Experimental Study","year":2025,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"Keyhole; Preprint; Field (mathematics); Medicine; Computer science; Engineering; Mechanical engineering; Mathematics; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001913238,0.00189451,0.0009089775,0.001006246,0.0004022888,0.001685042,0.002558396,0.001278764,0.00712913],"category_scores_gemma":[0.009536658,0.0005597515,0.00084824,0.0003431326,0.0009811855,0.001758589,0.001893101,0.001471541,0.001179383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006135228,"about_ca_system_score_gemma":0.001018416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001715982,"about_ca_topic_score_gemma":0.001516421,"domain_scores_codex":[0.9987165,0.0003332307,0.0001193142,0.0002729981,0.0003616697,0.0001962865],"domain_scores_gemma":[0.9946594,0.003225669,0.0003664942,0.0003445813,0.000724378,0.000679465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0147893,0.1357586,0.03779317,0.01402835,0.0008538879,0.004034939,0.01266939,0.04722174,0.1787768,0.0193026,0.02787779,0.5068935],"study_design_scores_gemma":[0.01443358,0.1365419,0.1135115,0.004110874,0.001747402,0.004807902,0.008202344,0.4302368,0.1370838,0.02201006,0.1261586,0.001155328],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8878347,0.0008432714,0.08689071,0.0003024898,0.0003417427,0.01114767,0.001017273,0.001604285,0.01001785],"genre_scores_gemma":[0.746369,0.001523574,0.2237585,0.0005917971,0.0000732903,0.01551375,0.002119645,0.0002854983,0.009764899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00712913,"threshold_uncertainty_score":0.02384931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846698110841028,"score_gpt":0.3652363910475226,"score_spread":0.3367694099391124,"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."}}