{"id":"W4291952065","doi":"10.1016/j.puhe.2022.06.028","title":"Making integration foundational in population health intervention research: why we need ‘Work Package Zero’","year":2022,"lang":"en","type":"article","venue":"Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Biotechnology and Biological Sciences Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"Conceptualization; Process (computing); Population; Management science; Computer science; Psychology; Sociology; Engineering; Artificial intelligence","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":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.05485022,0.0002038018,0.000442717,0.002027729,0.005238735,0.0001044928,0.0005336959,0.00009939843,0.00304235],"category_scores_gemma":[0.003746018,0.0002223153,0.00007549525,0.00505032,0.00008404139,0.000939726,0.0004481741,0.002289762,0.000211413],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01008748,"about_ca_system_score_gemma":0.005683963,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01590161,"about_ca_topic_score_gemma":0.009854682,"domain_scores_codex":[0.9694125,0.02226227,0.002850547,0.0007520358,0.002255332,0.002467286],"domain_scores_gemma":[0.9949582,0.002181739,0.001260973,0.000539451,0.0004170766,0.0006425204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001105346,0.0004132672,0.2264524,0.0008663075,0.00001155462,0.000002545982,0.09806322,0.00007094689,0.00001003436,0.1476005,0.3149782,0.2114204],"study_design_scores_gemma":[0.001745088,0.0004700959,0.3489673,0.0004032396,8.698103e-7,0.000003931146,0.03202041,0.00098465,3.228559e-7,0.01266675,0.6025059,0.0002314103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09744278,0.0001780679,0.03045451,0.8635894,0.001870402,0.004629295,0.0001607876,0.000261175,0.001413562],"genre_scores_gemma":[0.9205782,0.0000645289,0.00151042,0.07458821,0.0002811838,0.001676269,0.0007109105,0.00004259578,0.0005476446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8231354,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8824896426051034,"score_gpt":0.7223550978751744,"score_spread":0.1601345447299291,"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."}}