{"id":"W2008527486","doi":"10.5430/jha.v2n2p38","title":"Decreasing Inpatient Falls: A Retrospective Analysis with CNS-Led Interventions","year":2012,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Fall prevention; Psychological intervention; Emergency medicine; Descriptive statistics; Injury prevention; Poison control; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001463834,0.0001212108,0.0003434702,0.0003688436,0.0004494095,0.00001960652,0.0001189287,0.0001051211,0.0003712837],"category_scores_gemma":[0.0006199787,0.00008851377,0.0002665958,0.0007506952,0.00004923564,0.0006568486,0.00002807536,0.0006287044,0.00004043286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004526324,"about_ca_system_score_gemma":0.0007384255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002986695,"about_ca_topic_score_gemma":0.0001824525,"domain_scores_codex":[0.9974229,0.0003797737,0.000980302,0.000115721,0.0006794124,0.0004218682],"domain_scores_gemma":[0.9970117,0.0003258229,0.0009993983,0.0001475495,0.00108904,0.0004264454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005076666,0.0007986595,0.9941808,0.0000932844,0.0002903873,0.000006812239,0.001652679,0.00000622155,0.000006006611,0.001733761,0.0001574611,0.0005662551],"study_design_scores_gemma":[0.0007115742,0.006811853,0.9892688,0.0002690111,0.0002895199,0.000008176969,0.002094831,0.00006883727,0.00002346017,0.0001857295,0.0001683766,0.00009977935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886136,0.000183432,0.006553097,0.0009669977,0.0005785715,0.0004772031,0.00002169091,0.00001291751,0.00259247],"genre_scores_gemma":[0.9962106,0.00003946535,0.002868568,0.00007133312,0.0005609878,0.0000343317,0.00003839859,0.00001203018,0.000164313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007596952,"threshold_uncertainty_score":0.4065296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05298041616297423,"score_gpt":0.4564600541705869,"score_spread":0.4034796380076127,"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."}}