{"id":"W4251810162","doi":"10.1093/geront/gnw162.2327","title":"ESPO SOCIAL RESEARCH, POLICY, AND PRACTICE SECTION SYMPOSIUM: NEW DIMENSIONS IN IMPROVING CARE QUALITY IN LONG-TERM CARE","year":2016,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Section (typography); Term (time); Long-term care; Social care; Quality (philosophy); Psychology; Nursing; Sociology; Medicine; Computer science; Epistemology","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":[0.00304346,0.0001641998,0.0003540397,0.0002254184,0.00129835,0.00001928901,0.0002566766,0.000356834,0.00004813984],"category_scores_gemma":[0.002907979,0.0001004694,0.00004457652,0.0003277809,0.0002867014,0.0003016676,0.000412387,0.001048346,0.00004204715],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003931996,"about_ca_system_score_gemma":0.00328096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1290835,"about_ca_topic_score_gemma":0.3077757,"domain_scores_codex":[0.993404,0.004352595,0.0005939686,0.000390487,0.000330078,0.0009288485],"domain_scores_gemma":[0.9937904,0.005138452,0.0002327868,0.0004104814,0.0002812674,0.0001465647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001930449,0.00008522804,0.7113838,0.001360022,0.00002264385,0.00006294762,0.1814555,7.625377e-7,0.002948752,0.01119122,0.009060458,0.08049821],"study_design_scores_gemma":[0.002096381,0.0001347089,0.9386391,0.0001745144,0.0000148793,0.00000741343,0.04767568,3.435708e-7,0.0000215327,0.0005555524,0.01049147,0.0001884395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8376225,0.002848963,0.00006124781,0.1363669,0.0007490007,0.001594501,0.00003579206,0.0001085359,0.02061251],"genre_scores_gemma":[0.9930872,0.0006543072,0.00007444357,0.00364665,0.0008749967,0.0001168558,0.00001238758,0.00002061524,0.001512491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2272553,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1976266248147389,"score_gpt":0.551683269044984,"score_spread":0.3540566442302451,"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."}}