{"id":"W2618552613","doi":"10.2196/resprot.6973","title":"PREventive Care Infrastructure based On Ubiquitous Sensing (PRECIOUS): A Study Protocol","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Aalto-Yliopisto; European Commission","keywords":"Protocol (science); Ubiquitous computing; Computer science; Internet privacy; Medicine; Computer security; Human–computer interaction; Alternative medicine","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":[0.04226993,0.003011783,0.003936749,0.002735134,0.00627189,0.002861537,0.003248024,0.006213526,0.0455068],"category_scores_gemma":[0.02084596,0.002979031,0.002806204,0.002448556,0.003055563,0.002885473,0.003002043,0.007372704,0.0135448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0056977,"about_ca_system_score_gemma":0.03185509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004897689,"about_ca_topic_score_gemma":0.00812944,"domain_scores_codex":[0.9834841,0.009804737,0.002164866,0.001383057,0.001460225,0.001703003],"domain_scores_gemma":[0.9835189,0.004950015,0.001844113,0.002146944,0.004675928,0.002863999],"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":[0.2161018,0.2053691,0.01690309,0.06103732,0.0009914042,0.003404559,0.01625847,0.007067748,0.01161142,0.02073322,0.118533,0.3219888],"study_design_scores_gemma":[0.2474405,0.1692216,0.06117977,0.0218553,0.00097518,0.0009651902,0.01267312,0.00521284,0.005990706,0.01417662,0.4594735,0.0008357285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001534289,0.00007572107,0.001263882,0.000135458,0.00006729012,0.9955836,0.000700607,0.00002731942,0.0006117896],"genre_scores_gemma":[0.0008308535,0.00006301519,0.001443147,0.0001006315,0.00001286012,0.9972817,0.0001075679,0.000002149387,0.0001580102],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0455068,"threshold_uncertainty_score":0.2235475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2562164447243487,"score_gpt":0.6716962624326597,"score_spread":0.4154798177083109,"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."}}