{"id":"W4415459688","doi":"10.1016/j.socscimed.2025.118703","title":"Preparation, Participation and Impact (PPI): the best practice principles of Place-Based Approaches (PBAs)","year":2025,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Community Health and Development","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Key (lock); Work (physics); Nonprobability sampling; Public health; Grounded theory; Community engagement; Power (physics); Program evaluation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1046161,0.001877531,0.002272187,0.004341529,0.01031983,0.01805459,0.006074625,0.011441,0.003647667],"category_scores_gemma":[0.07831433,0.001833929,0.002177988,0.003949807,0.07522384,0.01451978,0.02540036,0.01223776,0.001836079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01213539,"about_ca_system_score_gemma":0.05259813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006291983,"about_ca_topic_score_gemma":0.009267177,"domain_scores_codex":[0.8418875,0.1235063,0.007917961,0.006613587,0.01626784,0.003806772],"domain_scores_gemma":[0.9175894,0.05380826,0.006389418,0.009693916,0.007614203,0.004904857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009336229,0.0004645062,0.002846409,0.006560903,0.0001358175,0.0005488556,0.1184229,0.001457532,0.0009537967,0.6394083,0.01135306,0.2177545],"study_design_scores_gemma":[0.0001192704,0.000454523,0.002661542,0.0105781,0.0001307201,0.001003962,0.04397132,0.001335903,0.00133048,0.709754,0.2284769,0.0001833693],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02095389,0.01310538,0.5722752,0.1965394,0.002004552,0.006753938,0.0001972466,0.0007007573,0.1874697],"genre_scores_gemma":[0.3997185,0.00717737,0.5544751,0.01764143,0.000475745,0.01152769,0.00009789217,0.0002171571,0.00866909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1046161,"threshold_uncertainty_score":0.5532696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2071187268248799,"score_gpt":0.5386502535097734,"score_spread":0.3315315266848935,"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."}}