{"id":"W3203506952","doi":"10.1109/smartnets50376.2021.9555423","title":"D2D Communication: COVID-19 Contact Tracing Application Using Wi-Fi Direct","year":2021,"lang":"en","type":"article","venue":"","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Bluetooth; Computer science; Tracing; Contact tracing; Architecture; Coronavirus disease 2019 (COVID-19); Computer network; Embedded system; Telecommunications; Wireless; Operating system; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005220116,0.0002067922,0.0002726208,0.0001162815,0.000422538,0.0006597923,0.001062917,0.00008540951,0.00005123229],"category_scores_gemma":[0.000340657,0.000223581,0.0001226463,0.0008810045,0.00003315913,0.001544662,0.0005512821,0.0002008354,0.00006070911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005562888,"about_ca_system_score_gemma":0.0008458613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006406819,"about_ca_topic_score_gemma":0.0005072565,"domain_scores_codex":[0.9980567,0.0001854388,0.0004197726,0.0006369576,0.0003616504,0.0003394768],"domain_scores_gemma":[0.996703,0.0008896388,0.0001604279,0.001760743,0.0001970962,0.0002890536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005740191,0.0008660305,0.01551788,0.000779827,0.0002899109,0.0003414388,0.008987646,0.01159024,0.1240715,0.6809655,0.002422278,0.1541103],"study_design_scores_gemma":[0.002207928,0.0001043937,0.004031196,0.0002863441,0.00007647278,0.0004024183,0.0007707099,0.8093021,0.05549566,0.01219162,0.1133547,0.001776447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009336152,0.0005507088,0.9600788,0.004693788,0.0001086069,0.0002607657,0.000004776353,0.0006206901,0.02434571],"genre_scores_gemma":[0.9572482,0.00002180649,0.03609456,0.006192464,0.00004262055,0.00002608988,0.00002065574,0.00001762846,0.000335963],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.947912,"threshold_uncertainty_score":0.9117367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0572779863844534,"score_gpt":0.3318663687595125,"score_spread":0.2745883823750591,"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."}}