{"id":"W2116139575","doi":"10.1186/1756-0500-7-443","title":"The use of a low cost 3D scanning and printing tool in the manufacture of custom-made foot orthoses: a preliminary study","year":2014,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":152,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fowler Kennedy Sport Medicine Clinic; Western University","funders":"","keywords":"Foot (prosody); 3D printing; Orthotics; Foot Orthoses; Medicine; Casting; Arch; 3d scanning; Gait; Orthodontics; Physical medicine and rehabilitation; Computer science; Kinematics; Materials science; Engineering; Composite material; Artificial intelligence","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":[0.004071019,0.0001040993,0.0002267508,0.0001837998,0.0001322167,0.00008170094,0.0002349238,0.00003620584,0.000009541705],"category_scores_gemma":[0.00280294,0.00005590678,0.00003959241,0.0003013131,0.0002394609,0.00008545435,0.0003388897,0.0003254137,0.000001719922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002293583,"about_ca_system_score_gemma":0.00008019824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002421837,"about_ca_topic_score_gemma":0.00020496,"domain_scores_codex":[0.9977774,0.0005495587,0.0003083049,0.0002191183,0.0008067462,0.0003388935],"domain_scores_gemma":[0.9955855,0.00364451,0.00008661163,0.0004987317,0.0001483609,0.00003626003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005603915,0.0007509491,0.8518291,0.0008215374,0.00008037129,0.00001170598,0.003808431,0.000111008,0.0003368185,0.0005808158,0.0004322074,0.1406767],"study_design_scores_gemma":[0.001334741,0.001393164,0.9835153,0.0004437952,0.00004579935,0.000001938501,0.00595381,0.003326681,0.0008931548,0.0001423257,0.002878295,0.00007103491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960042,0.00009046983,0.0003538647,0.0006378978,0.00002312506,0.002282898,0.000001186624,0.000008614477,0.0005977186],"genre_scores_gemma":[0.9982331,0.00003028836,0.001239129,0.00003976659,0.00003975847,0.0001546902,0.000002247089,0.00001295927,0.0002480759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1406057,"threshold_uncertainty_score":0.3355583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1594477026322136,"score_gpt":0.4086013110871633,"score_spread":0.2491536084549497,"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."}}