{"id":"W4388719974","doi":"10.1370/afm.22.s1.4657","title":"Engage, Discover, Change: Putting a Research Strategic Plan into Action","year":2023,"lang":"en","type":"article","venue":"","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operationalization; Strategic planning; Participatory action research; Action research; Action plan; Knowledge management; Context (archaeology); Public relations; Medical education; Business; Medicine; Psychology; Political science; Sociology; Management; Computer science; Marketing; Pedagogy","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2203385,0.002334377,0.001800354,0.005323194,0.02180279,0.03105373,0.006999423,0.01632864,0.009459714],"category_scores_gemma":[0.1275257,0.002570084,0.003812132,0.003719736,0.03695243,0.02559218,0.03627263,0.02705414,0.005142613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03839929,"about_ca_system_score_gemma":0.2514578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02184407,"about_ca_topic_score_gemma":0.03122926,"domain_scores_codex":[0.7690189,0.1808625,0.009784985,0.009925674,0.01765603,0.01275187],"domain_scores_gemma":[0.8018467,0.08900378,0.01148303,0.01679957,0.02281662,0.05805027],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003201682,0.001630966,0.008584843,0.005338226,0.000306764,0.001773137,0.2632988,0.003537101,0.003585515,0.2850748,0.1662532,0.2602965],"study_design_scores_gemma":[0.0003547694,0.0009714362,0.00777625,0.006249524,0.0001546237,0.000788381,0.3025831,0.002795855,0.002319131,0.2372405,0.4383604,0.0004060632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02424061,0.003197293,0.1441404,0.6916481,0.003979664,0.01937756,0.0006747123,0.001238225,0.1115033],"genre_scores_gemma":[0.3130773,0.005072547,0.5751125,0.07230637,0.0007546909,0.01824415,0.001201985,0.0003708291,0.0138597],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7796615,"threshold_uncertainty_score":0.9614615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8760210005378729,"score_gpt":0.6347686041611623,"score_spread":0.2412523963767106,"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."}}