{"id":"W4409798935","doi":"10.1016/j.accpm.2025.101529","title":"A Delphi process to define medical reporting outcomes for urgent surgical pathways","year":2025,"lang":"en","type":"article","venue":"Anaesthesia Critical Care & Pain Medicine","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; MEDLINE; Intensive care medicine; Medical emergency; Delphi method","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01936027,0.0002682399,0.0007696617,0.0003577879,0.0006725644,0.00005945025,0.0008415084,0.0003827028,0.0004390059],"category_scores_gemma":[0.2378276,0.0002139633,0.0002072078,0.001128468,0.001132923,0.00008740447,0.00009945203,0.0004705964,0.00001027595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002973078,"about_ca_system_score_gemma":0.001621475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163787,"about_ca_topic_score_gemma":0.001061864,"domain_scores_codex":[0.993507,0.0008710711,0.001441124,0.0006921319,0.002374182,0.001114453],"domain_scores_gemma":[0.9907871,0.005710678,0.0001546127,0.0005009223,0.001486195,0.001360476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002041592,0.0003346215,0.05948592,0.001256282,0.00005672643,0.002766831,0.01518071,0.000002499749,0.00003001174,0.5917941,0.0520717,0.2768165],"study_design_scores_gemma":[0.001673997,0.001756338,0.003001727,0.002458772,0.0001739045,0.00003208593,0.09572303,0.0003436625,0.0002253052,0.05463634,0.8390998,0.0008750157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08812092,0.002478787,0.032724,0.8526046,0.0003815066,0.002863239,0.000007049101,0.0008347171,0.01998523],"genre_scores_gemma":[0.9767789,0.00009652117,0.001892892,0.01974789,0.0004389934,0.0008035701,0.0000171353,0.00003251788,0.0001916207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8886579,"threshold_uncertainty_score":0.8725171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324369048053918,"score_gpt":0.5124622752749435,"score_spread":0.3800253704695517,"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."}}