{"id":"W2988462079","doi":"10.2196/14535","title":"Screening University Students for Health Checks With an Electronic Health Questionnaire in Finland: Protocol for a Retrospective, Register-Based Cohort Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Retrospective cohort study; Medicine; Cohort; Electronic health record; Cohort study; Medical education; Family medicine; Health care; Alternative 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02014333,0.000204602,0.0006870585,0.0004383936,0.0003942417,0.0000627051,0.0002802022,0.0001170115,0.00003268004],"category_scores_gemma":[0.00009821229,0.0001807641,0.000152024,0.0006731519,0.00005966198,0.0002093808,0.00005817303,0.0007720732,0.00000713755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002265285,"about_ca_system_score_gemma":0.003436587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002364238,"about_ca_topic_score_gemma":0.0006956181,"domain_scores_codex":[0.9929873,0.003208077,0.0004800492,0.0008442789,0.00137799,0.001102285],"domain_scores_gemma":[0.9979246,0.00004773297,0.0002369818,0.0007726354,0.0005975001,0.0004206016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008716926,0.005202457,0.9725417,0.006048841,0.00009520716,0.00000860887,0.0004894159,0.00001667583,0.000007210771,0.0001037683,0.0004563238,0.00631282],"study_design_scores_gemma":[0.04609659,0.06698979,0.834371,0.007246964,0.000004180435,0.000006571206,0.0004564363,0.000590372,0.00001164267,0.00005400431,0.04399461,0.0001778639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01152419,0.000001186799,0.02062049,0.001208519,0.000002884991,0.9665005,0.000009538234,0.00007634151,0.00005630006],"genre_scores_gemma":[0.04955307,2.21755e-7,0.001014022,0.0001530045,0.00006181039,0.9482027,0.00003240396,0.00004808557,0.0009347255],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1381708,"threshold_uncertainty_score":0.7371345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442320871023834,"score_gpt":0.5626875436965377,"score_spread":0.4184554565941543,"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."}}