{"id":"W4415108285","doi":"10.1371/journal.pone.0334143","title":"Quality indicators for rural surgical and obstetrical care: A modified Delphi consensus study","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital Regional District; University of British Columbia","funders":"","keywords":"Delphi method; Quality (philosophy); Delphi; Identification (biology); Normative; MEDLINE; Quality management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1844583,0.00119875,0.001194229,0.00491856,0.003780243,0.003108556,0.002350239,0.002503205,0.002641673],"category_scores_gemma":[0.1412808,0.001241617,0.001910102,0.003742723,0.004215748,0.004080794,0.0100961,0.002529261,0.0004791812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00964782,"about_ca_system_score_gemma":0.0240739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003883388,"about_ca_topic_score_gemma":0.004536338,"domain_scores_codex":[0.8108419,0.1615911,0.009540739,0.002832427,0.01001087,0.005182977],"domain_scores_gemma":[0.8890486,0.07136738,0.006491417,0.003990318,0.02630337,0.002798785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002383573,0.002771438,0.04110686,0.0118462,0.0005396926,0.001436454,0.6039544,0.008937569,0.007951998,0.02345837,0.008229295,0.2873842],"study_design_scores_gemma":[0.001738156,0.01051546,0.08119856,0.009206207,0.0004752853,0.001280719,0.785253,0.02875163,0.007211127,0.02615364,0.04749236,0.000723875],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8511393,0.0008187968,0.0610424,0.005787078,0.000259729,0.06986916,0.0004335851,0.00008234682,0.01056754],"genre_scores_gemma":[0.8353382,0.0007665087,0.09251501,0.001012013,0.00004663469,0.06905811,0.0002371551,0.00002743976,0.0009988734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1844583,"threshold_uncertainty_score":0.9755206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2408138578067238,"score_gpt":0.4699967252345498,"score_spread":0.229182867427826,"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."}}