{"id":"W4376652938","doi":"10.48550/arxiv.2305.07744","title":"Research Focused Software Development Kits and Wearable Devices in Physical Activity Research","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wearable computer; Wearable technology; Computer science; Software; Protocol (science); Human–computer interaction; Knowledge management; Data science; Embedded system; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0388912,0.001322564,0.0006137327,0.003142648,0.0009275934,0.004464489,0.002194554,0.001869126,0.01849417],"category_scores_gemma":[0.07527856,0.0009059168,0.001362812,0.003535234,0.003099358,0.006470699,0.005219739,0.002074355,0.01112423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806341,"about_ca_system_score_gemma":0.00448834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00133161,"about_ca_topic_score_gemma":0.001177489,"domain_scores_codex":[0.9701908,0.02030429,0.002592418,0.002144325,0.004114946,0.0006532434],"domain_scores_gemma":[0.8666493,0.101537,0.005831493,0.01196771,0.01216337,0.001851097],"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":[0.0003442558,0.0005567594,0.006109749,0.008881913,0.0000865672,0.0003361219,0.008384462,0.0006637939,0.008185345,0.03846096,0.04091311,0.887077],"study_design_scores_gemma":[0.0004911165,0.001913773,0.02765779,0.02027106,0.0004502123,0.002478274,0.006033594,0.003357459,0.02698652,0.108411,0.8016976,0.0002515035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06636408,0.02582798,0.710233,0.0243897,0.002734201,0.009062584,0.003646794,0.01643835,0.1413033],"genre_scores_gemma":[0.147541,0.01797053,0.786353,0.005539777,0.0008834425,0.01196999,0.003158714,0.002102846,0.02448075],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0388912,"threshold_uncertainty_score":0.2056788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5200294046488201,"score_gpt":0.4455786712181949,"score_spread":0.07445073343062514,"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."}}