{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02256139,0.002315409,0.002773439,0.003243564,0.002467986,0.001325225,0.002188825,0.00214046,0.01309695],"category_scores_gemma":[0.0121334,0.002223858,0.002148783,0.003150055,0.001246469,0.001557973,0.001359286,0.001564089,0.003592044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003455168,"about_ca_system_score_gemma":0.01087332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009333506,"about_ca_topic_score_gemma":0.01194467,"domain_scores_codex":[0.9875662,0.00650032,0.002595138,0.001498064,0.0009838205,0.0008562985],"domain_scores_gemma":[0.9931926,0.001332359,0.001226918,0.001568653,0.002039177,0.0006402984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1329352,0.04237108,0.4371669,0.03774003,0.003660578,0.007062088,0.01496465,0.009746459,0.01676083,0.009682314,0.1186112,0.1692987],"study_design_scores_gemma":[0.0708826,0.05062167,0.7085099,0.009570951,0.002116048,0.001998878,0.01026251,0.008444047,0.004700414,0.003532787,0.1284527,0.0009075872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03205427,0.0005196636,0.006112038,0.0001384775,0.0001440269,0.9497627,0.009688091,0.00008362726,0.001497015],"genre_scores_gemma":[0.02088468,0.0002721323,0.007218591,0.0001863777,0.00004573466,0.9673759,0.003465649,0.000009945939,0.0005409531],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02256139,"threshold_uncertainty_score":0.1193174,"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."}}