{"id":"W4296741026","doi":"10.3390/app12199462","title":"Agile Software Development in Healthcare: A Synthetic Scoping Review","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Agile software development; Software development; Health informatics; Software development process; Data science; Knowledge management; Scopus; Computer science; Software; Software engineering; Political science; MEDLINE","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":[],"consensus_categories":[],"category_scores_codex":[0.002089188,0.00009977877,0.0001640758,0.0001366478,0.0004560388,0.00008006171,0.001246059,0.0000153538,0.00003976278],"category_scores_gemma":[0.00009424824,0.00009547899,0.00002048155,0.001248222,0.0000428524,0.0002213336,0.0006021159,0.0001881901,0.00001353297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008389022,"about_ca_system_score_gemma":0.0003694084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000038564,"about_ca_topic_score_gemma":0.00001329665,"domain_scores_codex":[0.9984664,0.00006436765,0.0002588588,0.0004234638,0.0004870989,0.0002997775],"domain_scores_gemma":[0.9992571,0.0002886995,0.00009952044,0.0002891714,0.00001293169,0.00005250975],"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":[0.000008628682,0.0002729813,0.002684707,0.004851371,0.00001380442,0.0000868533,0.002744451,0.004529331,0.0002550762,0.2369189,0.003970921,0.743663],"study_design_scores_gemma":[0.003277634,0.002836892,0.009247851,0.1025303,0.00007373891,0.001542976,0.0009135119,0.02741438,0.03082392,0.1347331,0.6739351,0.01267056],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008138545,0.06393547,0.898933,0.0193525,0.00112063,0.003175465,0.000002789955,0.002627645,0.002713932],"genre_scores_gemma":[0.4071187,0.001062939,0.5859575,0.0046491,0.00001633656,0.00115711,0.000001608158,0.00001060532,0.00002605598],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7309924,"threshold_uncertainty_score":0.3893521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361375998447865,"score_gpt":0.3052645245058959,"score_spread":0.2691269246611094,"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."}}