{"id":"W4366204254","doi":"10.1038/s43856-023-00284-y","title":"Real-time sensing of war’s effects on wellbeing with smartphones and smartwatches","year":2023,"lang":"en","type":"article","venue":"Communications Medicine","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mitel (Canada)","funders":"Israel Science Foundation","keywords":"Smartwatch; Battlefield; Baseline (sea); Psychology; Demography; History; Medicine; Political science; Sociology; Ancient history; Engineering; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004920845,0.0004168472,0.0002454598,0.0006972197,0.0002428135,0.0006856397,0.0002495309,0.0003522179,0.002711791],"category_scores_gemma":[0.001934847,0.0001704183,0.0002742023,0.0004336333,0.0002346825,0.0004701914,0.0007564973,0.0003164568,0.0007195909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487119,"about_ca_system_score_gemma":0.0001652979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009561504,"about_ca_topic_score_gemma":0.002555371,"domain_scores_codex":[0.9996006,0.0001459167,0.00004478115,0.00007985722,0.00007913962,0.00004970554],"domain_scores_gemma":[0.9985983,0.000363774,0.0005745729,0.0000794909,0.0002433744,0.0001405568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006722475,0.0002517296,0.917264,0.0005634694,0.0002850477,0.0002628102,0.001334085,0.000505487,0.00852978,0.0001631023,0.002501184,0.06766688],"study_design_scores_gemma":[0.00002313872,0.0007381969,0.9907027,0.0001257872,0.0001124984,0.0005111358,0.001080077,0.0008550321,0.002602613,0.0001926548,0.003028139,0.000028079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988509,0.001043536,0.002406833,0.0003138214,0.00006341703,0.0001578676,0.003335732,0.00008419855,0.004085626],"genre_scores_gemma":[0.9937477,0.0007559661,0.003039753,0.0002125921,0.00008375546,0.0002088591,0.0009571658,0.000007577467,0.0009865761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002711791,"threshold_uncertainty_score":0.009071887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07256497838082385,"score_gpt":0.3886299873527537,"score_spread":0.3160650089719298,"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."}}