{"id":"W3188931978","doi":"10.21203/rs.3.rs-783403/v1","title":"The Sustainment of Population Health Programs Requires a Systems Approach","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Population; Computer science; Medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03229125,0.0006966607,0.001464807,0.003273407,0.002916614,0.01713,0.003071483,0.004426758,0.01706411],"category_scores_gemma":[0.08156992,0.0006846286,0.001452414,0.003683939,0.009802469,0.01219951,0.00666404,0.005293952,0.001477466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01218837,"about_ca_system_score_gemma":0.02422531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008309057,"about_ca_topic_score_gemma":0.005116877,"domain_scores_codex":[0.9738477,0.01792474,0.0009402867,0.001836641,0.004042309,0.001408343],"domain_scores_gemma":[0.9070628,0.06859963,0.004859187,0.008839849,0.007899829,0.002738762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001920149,0.000119177,0.001360366,0.0002774189,0.00009517224,0.00002348426,0.0003950422,0.004639754,0.0001466841,0.9676841,0.004302707,0.02093681],"study_design_scores_gemma":[0.0000239312,0.0000634805,0.000737151,0.0001615898,0.00003012061,0.00001188263,0.0007980051,0.004969111,0.000235818,0.9775509,0.01540569,0.0000123081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03285729,0.005175223,0.4288251,0.2716229,0.002028721,0.00104296,0.0008929026,0.0008228915,0.256732],"genre_scores_gemma":[0.8243214,0.005696472,0.1421008,0.007616719,0.002146441,0.001291413,0.0005154376,0.0003362373,0.01597503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03229125,"threshold_uncertainty_score":0.1707745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7195111233887843,"score_gpt":0.7274790476951091,"score_spread":0.007967924306324758,"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."}}