{"id":"W4413910026","doi":"10.1097/nmg.0000000000000293","title":"An Irish Hospital's Trailblazing Journey","year":2025,"lang":"en","type":"article","venue":"Nursing Management","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Mental health; Irish; Nursing; Work (physics); Productivity; Health care; Medicine; Psychology; Psychiatry; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006186895,0.001232499,0.0008234127,0.0009919466,0.01646344,0.01096968,0.002509129,0.003640778,0.08937154],"category_scores_gemma":[0.007998997,0.001066257,0.001027288,0.001324491,0.004520932,0.004411866,0.01409038,0.01352917,0.01720856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01252087,"about_ca_system_score_gemma":0.05353645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07566438,"about_ca_topic_score_gemma":0.2429084,"domain_scores_codex":[0.9936303,0.001383867,0.0002047204,0.0004188736,0.001515775,0.002846461],"domain_scores_gemma":[0.975889,0.0003892451,0.0003384785,0.0003949961,0.001818341,0.02116993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007706773,0.0001821213,0.001592024,0.0001116532,0.00001466932,0.0009698755,0.002783315,0.00004594872,0.0001907408,0.002654509,0.9653683,0.02600979],"study_design_scores_gemma":[0.00002663257,0.0001639423,0.002910106,0.0002406599,0.00000475939,0.0004394188,0.01742919,0.00003485129,0.00005380666,0.0006848279,0.9779733,0.00003838551],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0460749,0.008494833,0.001215411,0.6321169,0.06825608,0.0005399992,0.001667711,0.0005899243,0.2410442],"genre_scores_gemma":[0.1155791,0.01020346,0.005835636,0.244212,0.007698313,0.0004693265,0.001489392,0.001182438,0.6133304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08937154,"threshold_uncertainty_score":0.2989776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02375229422341739,"score_gpt":0.3860300330679616,"score_spread":0.3622777388445442,"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."}}