{"id":"W4413270166","doi":"10.1177/21501319251363783","title":"RADAR-ES: A Methodological Framework for Conducting Environmental Scans in Health Services Delivery Research","year":2025,"lang":"en","type":"article","venue":"Journal of Primary Care & Community Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University; University of Prince Edward Island; University of Manitoba","funders":"Fondation de la recherche en santé du Nouveau-Brunswick","keywords":"Medicine; Medical education; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.06339665,0.0002210049,0.001107505,0.001006112,0.004529673,0.00003383958,0.001229716,0.000272685,0.00009011316],"category_scores_gemma":[0.003100728,0.0002007373,0.0001447776,0.001084369,0.0002628599,0.0004139563,0.0006266047,0.006690225,0.000009429957],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01273245,"about_ca_system_score_gemma":0.01637944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01569412,"about_ca_topic_score_gemma":0.01089303,"domain_scores_codex":[0.9557641,0.03841317,0.00308884,0.0002761301,0.0009254959,0.001532306],"domain_scores_gemma":[0.9588052,0.03756576,0.001821694,0.0007149301,0.0004815804,0.000610842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001661035,0.0008552532,0.2007742,0.04297029,0.0001086739,0.0000149835,0.5356987,0.000100575,0.0007308959,0.012229,0.01428962,0.1905668],"study_design_scores_gemma":[0.003802276,0.002226311,0.2122472,0.008405313,0.00001120268,0.00001802291,0.6714953,0.00003369463,0.00003134203,0.01096269,0.09052669,0.0002399621],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204707,0.003715274,0.01390062,0.05601913,0.001235044,0.003143669,0.0002574465,0.00004020657,0.001217919],"genre_scores_gemma":[0.7622355,0.002139796,0.141309,0.09378591,0.0002964717,0.0001006004,0.00004575499,0.0000284267,0.00005855204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1903268,"threshold_uncertainty_score":0.9967663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8415666922571332,"score_gpt":0.7239864687936586,"score_spread":0.1175802234634746,"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."}}