{"id":"W3214685505","doi":"10.1136/bmjopen-2021-050284","title":"Use of environmental scans in health services delivery research: a scoping review","year":2021,"lang":"en","type":"review","venue":"BMJ Open","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Women's College Hospital; University of New Brunswick; University of Toronto; Mount Allison University; University of Prince Edward Island","funders":"","keywords":"Medicine; Health services research; Public health; Environmental health; Medical physics; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1754572,0.002250257,0.006069221,0.07086708,0.003348644,0.01355659,0.00335691,0.006538045,0.003871867],"category_scores_gemma":[0.3596585,0.002860662,0.005975235,0.0581382,0.005725921,0.0146696,0.00867656,0.003086633,0.000757856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01126143,"about_ca_system_score_gemma":0.04408777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007091652,"about_ca_topic_score_gemma":0.01427761,"domain_scores_codex":[0.8033735,0.1065614,0.05376367,0.004535494,0.02985004,0.001915834],"domain_scores_gemma":[0.5069934,0.4128407,0.03641464,0.006559033,0.03587863,0.001313621],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001754555,0.00008887445,0.003366279,0.6301159,0.001952199,0.0003865655,0.005765594,0.0005423896,0.0003706311,0.004640769,0.004930873,0.3476644],"study_design_scores_gemma":[0.00002080085,0.000068318,0.001506042,0.9721234,0.001491307,0.0001999421,0.001854328,0.0001276894,0.0001639142,0.0008784872,0.02153919,0.00002667087],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002192821,0.9865632,0.00217509,0.003255559,0.0005310399,0.001962021,0.0003544249,0.00002697216,0.002938825],"genre_scores_gemma":[0.02166479,0.9652486,0.006837265,0.0009932467,0.000214433,0.004441856,0.0003570995,0.00002277651,0.0002199833],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8245428,"threshold_uncertainty_score":0.9279175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9646051439889192,"score_gpt":0.8219505922833678,"score_spread":0.1426545517055514,"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."}}