{"id":"W3037037097","doi":"10.1186/s12913-020-05212-7","title":"Defining and assessing context in healthcare implementation studies: a systematic review","year":2020,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Service Executive; Health Research Board","keywords":"CINAHL; Nursing research; Context (archaeology); Health care; Health administration; Systematic review; Psychological intervention; Health informatics; Medicine; Health services research; MEDLINE; Variety (cybernetics); Qualitative research; Medical education; Nursing; Public health; Computer science; Sociology; Political science; Artificial intelligence; Social science","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","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.04396518,0.0006659352,0.006776589,0.001337783,0.002496416,0.0001201573,0.0010138,0.00039149,0.00009718682],"category_scores_gemma":[0.002840133,0.0005413078,0.0001845932,0.004635274,0.0001542063,0.0005775705,0.001059271,0.003565415,0.0007712407],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004602498,"about_ca_system_score_gemma":0.02306106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006644208,"about_ca_topic_score_gemma":0.01717298,"domain_scores_codex":[0.9406732,0.04488405,0.007734217,0.001466307,0.002191041,0.003051151],"domain_scores_gemma":[0.9698424,0.02321458,0.003520712,0.0009875477,0.001048768,0.001385961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002512003,0.000007515488,0.0003914702,0.8747292,0.00002879054,0.000007254696,0.01533696,7.755724e-9,3.968184e-9,0.0007054695,0.0004302614,0.1083605],"study_design_scores_gemma":[0.0003731675,0.0001070938,0.00006222539,0.6554143,0.00007010261,0.000009217344,0.06519186,0.00001333521,4.565661e-9,0.00004289496,0.2784957,0.0002201346],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001014485,0.964116,0.00000984347,0.008565526,0.0002818696,0.02662031,0.0002376576,0.00009598914,0.00006268328],"genre_scores_gemma":[0.0000658958,0.938869,0.0004885578,0.04922654,0.0001793183,0.01085382,0.0001635376,0.0001112861,0.00004206419],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2780654,"threshold_uncertainty_score":0.9999706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8285694405504749,"score_gpt":0.8028482772797917,"score_spread":0.02572116327068319,"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."}}