{"id":"W3184241651","doi":"10.1089/pop.2021.0111","title":"Domain Knowledge, Digital Interactions, and Analytics: A Multifaceted Approach to Developing a Population Health Program","year":2021,"lang":"en","type":"article","venue":"Population Health Management","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Covenant Health","funders":"","keywords":"Analytics; Digital health; Health informatics; Population; Knowledge management; Population health; Computer science; Valuation (finance); Health care; Data science; Revenue; Risk analysis (engineering); Process management; Business; Medicine; Accounting; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005101165,0.0002476177,0.000382123,0.0004686446,0.0003901506,0.0002491704,0.0001139979,0.00005277954,0.00003890935],"category_scores_gemma":[0.00002412467,0.0002824192,0.00008843033,0.0009158385,0.00001825595,0.000362573,0.0001788962,0.0001639452,0.0001682354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174807,"about_ca_system_score_gemma":0.00006231922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008704497,"about_ca_topic_score_gemma":0.0006956685,"domain_scores_codex":[0.9969146,0.0002693147,0.001171488,0.0007373044,0.0002659946,0.0006412516],"domain_scores_gemma":[0.9986538,0.00004317258,0.0003692424,0.0004068553,0.00008987404,0.0004370165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005026941,0.001681823,0.01222402,0.001206415,0.0001213193,0.000006821325,0.001869797,0.00007325644,7.635573e-8,0.1301487,0.003931542,0.8486859],"study_design_scores_gemma":[0.001225824,0.0003987539,0.7922037,0.0007306503,0.00001837321,0.00007262457,0.004312503,0.001264031,6.756131e-7,0.004051631,0.1953057,0.0004155666],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5992731,0.005056616,0.2184859,0.08400286,0.006117315,0.02197739,0.0003100737,0.002355663,0.06242101],"genre_scores_gemma":[0.9123898,0.00001708605,0.07882724,0.002655933,0.00008155646,0.0005616997,0.001658917,0.00004653224,0.003761193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8482704,"threshold_uncertainty_score":0.9999628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07665712453300332,"score_gpt":0.4484840313366189,"score_spread":0.3718269068036156,"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."}}