{"id":"W7101020041","doi":"","title":"Commentary The Hospitalist Movement – A Complex Adaptive Response to Fragmentation of Care in Hospitals","year":2015,"lang":"en","type":"article","venue":"","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fragmentation (computing); Health care; Healthcare system; Movement (music); Adaptive response; Medical care","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":[0.0003153689,0.0001141943,0.0002390659,0.00009935638,0.00003165607,0.000008312483,0.0000993931,0.00003062716,0.0001342107],"category_scores_gemma":[0.0001126438,0.00006940095,0.00006181851,0.0002395777,0.00004823563,0.00005247924,0.00009420353,0.0000738311,0.00001847124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352038,"about_ca_system_score_gemma":0.00009539558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128237,"about_ca_topic_score_gemma":0.000155644,"domain_scores_codex":[0.9990042,0.00009095821,0.0002866508,0.0001524976,0.000308725,0.0001569494],"domain_scores_gemma":[0.999247,0.00008817013,0.00005318429,0.000261834,0.0001412148,0.0002086657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01649618,0.001312691,0.5694965,0.0001121135,0.0002292861,0.0001554966,0.09232864,0.0002546692,0.009463868,0.002916189,0.2945468,0.01268759],"study_design_scores_gemma":[0.003168954,0.005888359,0.8847552,0.0001456758,0.00002789722,0.000001697561,0.09024794,0.00009522751,0.004596312,0.0002153129,0.01069908,0.0001583621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.942831,0.0001762786,0.00009175391,0.05319786,0.00007878174,0.0009236194,0.00002370886,0.000018002,0.002659019],"genre_scores_gemma":[0.9768269,0.000005981506,0.002655641,0.01988897,0.00002486307,0.00004348574,0.00003176782,0.00001111316,0.0005112737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152587,"threshold_uncertainty_score":0.2830088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02623940234850959,"score_gpt":0.3192654326024301,"score_spread":0.2930260302539205,"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."}}