{"id":"W4213047612","doi":"10.1080/0142159x.2022.2035339","title":"Community engagement by faculties of medicine: A scoping review of current practices and practical recommendations","year":2022,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Community engagement; MEDLINE; Current (fluid); Public engagement; Community of practice","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01913906,0.0000792674,0.0002714067,0.00004460103,0.001204086,0.000008426443,0.0003296749,0.00003524834,0.01152105],"category_scores_gemma":[0.01379642,0.00007012066,0.00003481002,0.0002485708,0.0004962189,0.0001011131,0.0005244057,0.001757856,0.00000156807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006070777,"about_ca_system_score_gemma":0.0002897069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004510165,"about_ca_topic_score_gemma":0.0003855715,"domain_scores_codex":[0.9853992,0.0128351,0.0004222576,0.0001011353,0.001088737,0.0001534986],"domain_scores_gemma":[0.9975373,0.001434805,0.0005641816,0.0002415836,0.00009312797,0.0001290206],"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":[0.00005167575,0.003997085,0.007733423,0.01830993,0.0002468667,0.000004018623,0.2563158,0.000001341792,0.00003336531,0.01213792,0.5046109,0.1965577],"study_design_scores_gemma":[0.000460687,0.0002119755,0.0001073257,0.01506664,0.00009852106,0.000002251588,0.1638941,0.00004562536,0.000004852313,0.0001418722,0.8198563,0.0001098315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1160169,0.1489164,0.0007067737,0.6363288,0.001093543,0.002325318,0.00002570115,0.0002032831,0.09438334],"genre_scores_gemma":[0.7947558,0.1964103,0.0008924337,0.005254149,0.0002406716,0.0004367449,0.0002242185,0.00003304513,0.001752612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6787389,"threshold_uncertainty_score":0.9945108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3453048165625138,"score_gpt":0.5226217854434209,"score_spread":0.1773169688809071,"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."}}