{"id":"W4392259024","doi":"10.56885/usih8389","title":"Challenges to and opportunities for limb preservation in rural and remote communities","year":2021,"lang":"en","type":"article","venue":"Limb Preservation Journal","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":[0.0005392499,0.0001046605,0.0002044491,0.0001799194,0.0001483598,0.0000805359,0.0000508204,0.00007683134,0.00002774403],"category_scores_gemma":[0.0004464251,0.00009368767,0.00004856524,0.0000844207,0.00004799908,0.0005726437,0.00006232137,0.0001855582,3.394474e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002620917,"about_ca_system_score_gemma":0.0000736369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000542013,"about_ca_topic_score_gemma":0.0004659632,"domain_scores_codex":[0.9990866,0.0001445766,0.0003194264,0.0001054955,0.0001856815,0.0001582886],"domain_scores_gemma":[0.9990072,0.0002420302,0.00008229316,0.0001538877,0.0003844329,0.0001302055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001654748,0.0004596388,0.03406798,0.003080619,0.0001837323,0.00003360043,0.03117988,0.0001533423,0.005736628,0.01630118,0.00232796,0.9048207],"study_design_scores_gemma":[0.002740585,0.001669808,0.8810334,0.0009377354,0.00005477873,0.0001493556,0.05880686,0.01006568,0.0001221593,0.01967197,0.02451718,0.0002304704],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205412,0.004614905,0.001168818,0.07166383,0.00009314866,0.0003926269,0.000004730506,0.00001507405,0.001505678],"genre_scores_gemma":[0.9712964,0.01625894,0.008452682,0.001553399,0.0002047304,0.00003321885,0.00008339513,0.00002384928,0.002093327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9045902,"threshold_uncertainty_score":0.3820473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198848059466576,"score_gpt":0.3312796392336376,"score_spread":0.2113948332869799,"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."}}