{"id":"W4411329051","doi":"10.1017/rsm.2025.25","title":"Methodology for mapping reviews, evidence maps, and gap maps","year":2025,"lang":"en","type":"article","venue":"Research Synthesis Methods","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"","keywords":"Computer science","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2431212,0.0001979736,0.0008503188,0.001052135,0.002224284,0.00004262627,0.0007097438,0.0002644603,0.000450612],"category_scores_gemma":[0.4243267,0.0001670441,0.00009856946,0.001808568,0.0004330837,0.0002761804,0.0006162907,0.0009798139,0.0001444244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004533024,"about_ca_system_score_gemma":0.001703049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004406079,"about_ca_topic_score_gemma":0.00007423417,"domain_scores_codex":[0.9091291,0.08627363,0.001487736,0.0008098642,0.0005228106,0.001776861],"domain_scores_gemma":[0.6192711,0.3781832,0.0003443696,0.0009028671,0.0008530123,0.0004454326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009979059,0.00001643066,0.003197212,0.006298527,0.00003512408,0.000001331885,0.004437781,2.549279e-7,0.02014157,0.03682416,0.2201637,0.708784],"study_design_scores_gemma":[0.0002377747,0.00004600153,0.002911296,0.001986092,0.00001845152,0.000001288792,0.00341549,0.0001167258,0.002954891,0.03921295,0.9489585,0.0001405565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001108649,0.007459781,0.8567607,0.1170292,0.000847899,0.007212765,0.00008647459,0.0001139197,0.009380584],"genre_scores_gemma":[0.0005178228,0.00649293,0.9707007,0.008366811,0.0002583984,0.006431466,0.000001995385,0.0000258938,0.007204028],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7287948,"threshold_uncertainty_score":0.9990747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9841751325838622,"score_gpt":0.8580608507643787,"score_spread":0.1261142818194836,"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."}}