{"id":"W6964555749","doi":"10.25959/23246681","title":"Predictors of falls in middle-aged women","year":2022,"lang":"en","type":"dissertation","venue":"University of Tasmania","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohort; Test (biology); Prospective cohort study; Intervention (counseling); Injury prevention; Poison control; Falling (accident); Fall prevention; Cohort study; Suicide prevention","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004279376,0.0001403013,0.0004411224,0.0003389519,0.0002306257,9.108999e-7,0.00035885,0.0003273456,0.001065876],"category_scores_gemma":[0.00003322226,0.0001826285,0.0001067329,0.0002777673,0.00003709707,0.00008070612,0.00008975463,0.0007005656,0.00002850626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769896,"about_ca_system_score_gemma":0.0003045013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001886275,"about_ca_topic_score_gemma":0.007644613,"domain_scores_codex":[0.9984928,0.0003703763,0.0003516294,0.0002373739,0.0002720094,0.0002758434],"domain_scores_gemma":[0.9988124,0.0001053834,0.0006862172,0.0002461165,0.00008837999,0.00006151627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.004125791,0.002923125,0.4113158,0.01374804,0.0008311409,0.0001064899,0.5111092,0.00001389871,0.01944838,0.002749476,0.03167606,0.001952603],"study_design_scores_gemma":[0.001763145,0.0001278242,0.8166547,0.0005815863,0.0000654716,1.19034e-7,0.1641979,0.00001166693,0.000004415503,0.0001535468,0.01627467,0.0001649005],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704831,0.00009729563,0.000002540143,0.00001094325,0.0008127785,0.0005147099,0.0002382753,0.000028749,0.02781165],"genre_scores_gemma":[0.9252779,0.0003404048,0.00009063902,0.00001851983,0.0000401356,0.000003786307,0.001719552,0.00002106804,0.072488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.405339,"threshold_uncertainty_score":0.9998473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702838140749319,"score_gpt":0.2781942074922526,"score_spread":0.2611658260847594,"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."}}