{"id":"W4408205826","doi":"10.7748/mhp.28.2.6.s2","title":"Nurses at risk of unfair referrals due to unclear CPR guidance","year":2025,"lang":"en","type":"article","venue":"Mental Health Practice","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Medicine; Psychology; Medical emergency","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":[],"consensus_categories":[],"category_scores_codex":[0.0008475374,0.00009495026,0.00028573,0.00009481296,0.0002014352,0.000006215393,0.00005014379,0.00005159929,0.00004342386],"category_scores_gemma":[0.0009056721,0.00008302646,0.00006957301,0.0003306753,0.00004061571,0.0001310479,0.00006410481,0.0001665423,0.0001383937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004489258,"about_ca_system_score_gemma":0.0002347141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009291061,"about_ca_topic_score_gemma":0.0001194715,"domain_scores_codex":[0.9986428,0.0002912956,0.0003562157,0.0002128877,0.0002822101,0.0002146147],"domain_scores_gemma":[0.9988722,0.0003442056,0.0002479075,0.0002618496,0.0001193033,0.0001545874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01153191,0.001246891,0.05650118,0.00240277,0.0005025051,0.000060966,0.01204129,0.00007816561,0.007679557,0.002976464,0.8176481,0.08733018],"study_design_scores_gemma":[0.001498709,0.0004216133,0.1435561,0.000663152,0.0001242311,0.00002255192,0.003385278,0.00003006735,0.002822071,0.00006932375,0.8473113,0.00009561155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.818083,0.002652977,0.000225952,0.1037567,0.004582294,0.001811801,0.00008256195,0.00008277305,0.06872188],"genre_scores_gemma":[0.9762717,0.0008097088,0.004971595,0.01076263,0.0001820725,0.00003224456,0.0000470201,0.00001830216,0.006904675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1581887,"threshold_uncertainty_score":0.3385721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891805231734365,"score_gpt":0.4086687516492722,"score_spread":0.3897506993319285,"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."}}