{"id":"W4399256273","doi":"10.1016/j.pmn.2024.03.010","title":"Assessment of Barriers, Supports, and Context to Implement Best Practice Pain Management in the Emergency Department: The IMPAINED Study","year":2024,"lang":"en","type":"article","venue":"Pain Management Nursing","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency department; Pain management; Context (archaeology); Medical emergency; Nursing; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05867407,0.0003052466,0.0003202678,0.0004867412,0.001148095,0.0000990918,0.0006351169,0.00004400361,0.0006276372],"category_scores_gemma":[0.000833743,0.0002067681,0.00006384102,0.0015363,0.00007478062,0.000303943,0.0003079973,0.0004353485,0.00003834151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007053446,"about_ca_system_score_gemma":0.0001819995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003880791,"about_ca_topic_score_gemma":0.0006032687,"domain_scores_codex":[0.9838853,0.01126808,0.001714626,0.0007378531,0.001257176,0.001136973],"domain_scores_gemma":[0.994466,0.004006013,0.0003471232,0.0008173705,0.0001109264,0.0002525658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008837561,0.000873643,0.07344858,0.002278181,0.0005046647,0.0002091092,0.1908034,0.00005530971,0.00001443737,0.08982941,0.2710359,0.3708589],"study_design_scores_gemma":[0.0008103447,0.0006259674,0.05738129,0.0005636726,0.0002178901,0.000001413826,0.5978764,0.001502848,6.381208e-7,0.0009318623,0.3398732,0.0002144],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2274509,0.001538335,0.1220339,0.4894564,0.004420341,0.07175477,0.0002095123,0.0003927954,0.08274314],"genre_scores_gemma":[0.9739362,0.0003502311,0.002152723,0.01993453,0.0001165622,0.002825512,0.00001628637,0.000035176,0.0006327974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7464853,"threshold_uncertainty_score":0.9692931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.182771670234594,"score_gpt":0.6208726270135797,"score_spread":0.4381009567789857,"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."}}