{"id":"W2554074360","doi":"10.3310/hta20840","title":"Enhanced invitation methods and uptake of health checks in primary care: randomised controlled trial and cohort study using electronic health records","year":2016,"lang":"en","type":"article","venue":"Health Technology Assessment","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"Health Technology Assessment Programme; National Institutes of Health; University of Southampton; National Institute for Health and Care Research","keywords":"Medicine; Cohort; Family medicine; Psychological intervention; Cohort study; Physical therapy; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02396536,0.0002184255,0.002103618,0.0006221292,0.0001922783,0.000005339913,0.00005875445,0.0002254834,0.000008637944],"category_scores_gemma":[0.0002558246,0.0001680217,0.0001166531,0.0004302672,0.000102622,0.00007323873,0.00005035903,0.0004583217,2.98976e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002322836,"about_ca_system_score_gemma":0.004567746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002523863,"about_ca_topic_score_gemma":0.0001528003,"domain_scores_codex":[0.9911092,0.005208755,0.002015572,0.0006169237,0.0003631277,0.0006864201],"domain_scores_gemma":[0.9980994,0.0001779999,0.0009850987,0.0004077935,0.0001439461,0.0001856916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.0159588,0.0007610888,0.0117136,0.001227689,0.0002768483,0.000001632304,0.0006303849,7.235872e-7,0.0008157073,0.0002701138,0.000009528894,0.9683339],"study_design_scores_gemma":[0.7369537,0.009761214,0.2496057,0.000701396,0.0000933226,0.00002951897,0.002010629,0.00008435966,0.0001107808,0.0002971962,0.0001996656,0.0001525316],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.809395,0.008404788,0.1525343,0.009724523,0.0002127688,0.01958525,0.000002565691,0.00009015668,0.00005070873],"genre_scores_gemma":[0.9723057,0.0074029,0.01791097,0.0009372481,0.00002994982,0.001350448,0.00001743466,0.00002575656,0.00001965138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9681814,"threshold_uncertainty_score":0.8305964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916867150484182,"score_gpt":0.4389866668578333,"score_spread":0.4098179953529915,"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."}}