{"id":"W4403540285","doi":"10.2196/60925","title":"Intensive, Real-Time Data Collection of Psychological and Physiological Stress During a 96-Hour Field Training Exercise at a Senior Military College: Feasibility and Acceptability Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; National Center for Advancing Translational Sciences; American Heart Association","keywords":"Data collection; Physical therapy; Medicine; Stressor; Actigraphy; Psychology; Applied psychology; Clinical psychology; Psychiatry; Insomnia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00399033,0.0001756963,0.0004969435,0.0002079557,0.001249794,0.00001124601,0.0002542383,0.0002353864,0.0005985714],"category_scores_gemma":[0.0006684622,0.0001269121,0.00003659292,0.0006490371,0.0003507358,0.0004846619,0.001016875,0.001248721,0.00003286819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003316909,"about_ca_system_score_gemma":0.0002540678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000532356,"about_ca_topic_score_gemma":0.0004257374,"domain_scores_codex":[0.9957982,0.001599655,0.0007107078,0.0007024456,0.000579848,0.0006091958],"domain_scores_gemma":[0.9962798,0.002242772,0.00008312797,0.0005710775,0.000570585,0.0002525874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003631201,0.0004327369,0.9582953,0.002459556,0.00003180383,0.00001074389,0.02305394,6.7748e-7,0.0002252742,0.00001295196,0.009372849,0.002472954],"study_design_scores_gemma":[0.0009711022,0.001232062,0.972015,0.0003518598,0.0000100131,0.000005442168,0.01992203,0.005136561,0.00002735118,0.0001465052,0.00007196555,0.0001101326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933838,0.0003621287,0.000002203131,0.0003671874,0.0001490523,0.004181134,0.00071426,0.00007058505,0.0007696828],"genre_scores_gemma":[0.9975062,0.001322792,0.0001052862,0.00003409282,0.00008202004,0.0005790479,0.000117038,0.00001141789,0.0002420744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01371967,"threshold_uncertainty_score":0.961253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2992991072086713,"score_gpt":0.5686660198330329,"score_spread":0.2693669126243616,"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."}}