{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005922032,0.0008818069,0.001473624,0.001028672,0.004904496,0.0037619,0.006971331,0.04348923,0.01314656],"category_scores_gemma":[0.04837028,0.0007470085,0.001109378,0.001463813,0.009427918,0.00530364,0.0024832,0.03410056,0.007302211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006634957,"about_ca_system_score_gemma":0.01061098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01659203,"about_ca_topic_score_gemma":0.02007033,"domain_scores_codex":[0.9938694,0.002278938,0.0004979142,0.0008383134,0.00196097,0.000554433],"domain_scores_gemma":[0.9443558,0.03560455,0.002288707,0.001092006,0.01244445,0.004214488],"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":[0.00002021228,0.000006021369,0.00008389549,0.0002277762,0.000008444886,0.0003942942,0.0002824811,0.00003468133,0.00003729034,0.001353385,0.9951643,0.002387266],"study_design_scores_gemma":[0.00004954276,0.00005869451,0.0009986825,0.002727785,0.00003282005,0.002439265,0.002266874,0.0001999493,0.0002235182,0.006554156,0.9843478,0.0001008743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002786156,0.003802441,0.00009717794,0.919217,0.07501544,0.00001225624,0.00006639656,0.00002459322,0.001486106],"genre_scores_gemma":[0.008129963,0.004569897,0.0001859245,0.8320629,0.1510193,0.0000457291,0.00003593209,0.00002748257,0.003922842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04348923,"threshold_uncertainty_score":0.04814017,"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."}}