{"id":"W4390037910","doi":"10.2196/50241","title":"A Bluetooth-Based Smartphone App for Detecting Peer Proximity: Protocol for Evaluating Functionality and Validity","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism","keywords":"Smartphone app; Bluetooth; Computer science; Mobile apps; Protocol (science); Smartphone application; Computer network; World Wide Web; Human–computer interaction; Multimedia; Wireless; Telecommunications; 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":[0.04148462,0.002010637,0.001950608,0.00229303,0.00334891,0.001825197,0.001894392,0.003318694,0.03267443],"category_scores_gemma":[0.04878331,0.001405499,0.001640775,0.002568801,0.001998452,0.001722907,0.002074781,0.003837528,0.01669668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820049,"about_ca_system_score_gemma":0.00678273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555781,"about_ca_topic_score_gemma":0.002277134,"domain_scores_codex":[0.9725238,0.01455344,0.006779488,0.001364525,0.003531392,0.001247473],"domain_scores_gemma":[0.9456034,0.01599489,0.00567792,0.01043891,0.02098043,0.001304531],"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":[0.06376895,0.01855751,0.02843883,0.02918878,0.001000879,0.00209448,0.0114068,0.005221382,0.04317576,0.01421016,0.308416,0.4745204],"study_design_scores_gemma":[0.03205536,0.0358124,0.1062263,0.01315682,0.001105592,0.00223357,0.005965043,0.01415864,0.03267978,0.01344278,0.7420708,0.00109293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02089241,0.0005330089,0.04553134,0.0007525908,0.0006903103,0.9066923,0.0139532,0.00135609,0.009598842],"genre_scores_gemma":[0.006828954,0.0001754587,0.01570779,0.0002718489,0.0000464486,0.9742422,0.001423047,0.00005634206,0.001247932],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04148462,"threshold_uncertainty_score":0.2193943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7116020937281248,"score_gpt":0.6862519618493278,"score_spread":0.02535013187879698,"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."}}