{"id":"W4220788688","doi":"10.2196/36762","title":"SciKit Digital Health: Python Package for Streamlined Wearable Inertial Sensor Data Processing","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Frailty in Older Adults","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pfizer","keywords":"Python (programming language); Computer science; Software; Wearable computer; Inertial measurement unit; Embedded system; Artificial intelligence; Operating system","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":[0.002252378,0.002324961,0.001267739,0.001780653,0.0005997842,0.002071936,0.003864022,0.000779313,0.0588371],"category_scores_gemma":[0.009936048,0.001480113,0.001820884,0.001357223,0.0009281288,0.002022564,0.004729655,0.003297626,0.05065007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006452872,"about_ca_system_score_gemma":0.003232816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002879865,"about_ca_topic_score_gemma":0.003607517,"domain_scores_codex":[0.9987142,0.0002082013,0.0002022023,0.0003419534,0.0003962133,0.0001372312],"domain_scores_gemma":[0.99718,0.0009158245,0.000345458,0.0005365724,0.0007691941,0.0002529064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001023648,0.0001982484,0.005474353,0.003198139,0.0005525021,0.000473212,0.0006650537,0.006288588,0.008842956,0.008516467,0.7834138,0.181353],"study_design_scores_gemma":[0.000884565,0.0003772215,0.01440547,0.0009668231,0.0003446765,0.001034887,0.0002345105,0.106805,0.05083774,0.07305489,0.7503982,0.0006560299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00259962,0.0003211099,0.3163891,0.0004912244,0.0003191183,0.0008153312,0.04711425,0.6253229,0.006627414],"genre_scores_gemma":[0.05400329,0.001214847,0.551693,0.003496995,0.0004112327,0.008887207,0.1274227,0.2310123,0.02185836],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.0588371,"threshold_uncertainty_score":0.1968297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0980160092275634,"score_gpt":0.4015664199825396,"score_spread":0.3035504107549761,"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."}}