{"id":"W3001286303","doi":"10.2196/14116","title":"Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Psychological intervention; Personality; Medicine; Observational study; Psychology; Physical therapy; Gerontology; Psychiatry","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":[0.001072415,0.0003663317,0.0003545905,0.00055399,0.0007016597,0.0007926112,0.0005050407,0.0005674939,0.001759023],"category_scores_gemma":[0.002263335,0.0005224071,0.0006346684,0.0006168105,0.0002949059,0.000598549,0.0006891316,0.0009577049,0.0007006871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004001756,"about_ca_system_score_gemma":0.0005611184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009567285,"about_ca_topic_score_gemma":0.0119258,"domain_scores_codex":[0.9992247,0.0001532719,0.00008480826,0.0001821193,0.000195261,0.0001598807],"domain_scores_gemma":[0.9985635,0.0001649483,0.0005657384,0.0002022842,0.0002184527,0.0002851234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002738374,0.0004273929,0.9964714,0.0000315217,0.00008612792,0.00006562046,0.0003203815,0.00001299441,0.0002720713,0.0000106571,0.0002451998,0.001782807],"study_design_scores_gemma":[0.00002234832,0.0006304202,0.9982439,0.00001932272,0.0000474113,0.0001152935,0.0005309039,0.0001056172,0.00005372953,0.000008842932,0.0002146144,0.000007644663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990275,0.00007811182,0.0001056899,0.00001586396,0.000006336081,0.00007719619,0.0004269685,0.000003413769,0.0002588864],"genre_scores_gemma":[0.9985963,0.0001148358,0.0001902684,0.00006064033,0.00001353873,0.0001254419,0.0005320933,0.000003760695,0.0003631916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009567285,"threshold_uncertainty_score":0.01902318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3197976295811803,"score_gpt":0.4500088064723197,"score_spread":0.1302111768911394,"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."}}