{"id":"W3034749861","doi":"10.2196/17057","title":"Cost-Effective Smartphone-Based Articulable Endoscope Systems for Developing Countries: Instrument Validation Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Research Foundation of Korea; National Research Foundation","keywords":"Endoscope; USB; Computer science; Usability; Joystick; Computer hardware; Simulation; Medicine; Human–computer interaction; Surgery; Software","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":[0.001922581,0.0005814177,0.0004326515,0.0008068276,0.0002481953,0.0003281056,0.0004861273,0.0006053584,0.001413489],"category_scores_gemma":[0.002610294,0.0001797817,0.0004665493,0.0005710745,0.0003364816,0.0005082478,0.0006161483,0.0001703251,0.0003830414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003851214,"about_ca_system_score_gemma":0.000401455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406764,"about_ca_topic_score_gemma":0.001143183,"domain_scores_codex":[0.9991217,0.0003303256,0.00008432854,0.0001090653,0.0002719927,0.0000825606],"domain_scores_gemma":[0.9985703,0.0004114134,0.0001837832,0.0001622816,0.0006144891,0.00005768345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005027861,0.004177635,0.1392232,0.003830162,0.0003627962,0.002465636,0.001541566,0.0137414,0.6039551,0.001116309,0.002475901,0.2220825],"study_design_scores_gemma":[0.0007283501,0.07395666,0.3929024,0.000331069,0.001108373,0.005303969,0.004338673,0.04916298,0.4505505,0.0003584704,0.02093691,0.000321604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9894351,0.0006225152,0.008330515,0.00004852989,0.00001925783,0.0004077138,0.0003487106,0.00004834101,0.0007393559],"genre_scores_gemma":[0.9708909,0.001138301,0.02596217,0.00006826895,0.00001192313,0.0004597737,0.0006773768,0.00001898432,0.0007722798],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001922581,"threshold_uncertainty_score":0.01016766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0868881694612509,"score_gpt":0.3727744620250407,"score_spread":0.2858862925637898,"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."}}