{"id":"W4407408564","doi":"10.33137/cpoj.v7i2.44450","title":"EXPLORING THE NEED FOR LOWER LIMB PROSTHETIC GUIDELINES IN SOUTH AFRICA'S PRIVATE HEALTHCARE SECTOR","year":2025,"lang":"en","type":"article","venue":"Canadian Prosthetics & Orthotics Journal","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Private sector; Health care; Business; Lower limb; Nursing; Medicine; Economic growth; Economics; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009110285,0.0003500295,0.0003716369,0.0006982713,0.0004599531,0.0002842632,0.0004964269,0.00015628,0.000009821164],"category_scores_gemma":[0.0003911895,0.0002809151,0.0002132652,0.0007509175,0.0001337524,0.0001339913,0.00004047209,0.0007799015,0.00000886939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005341122,"about_ca_system_score_gemma":0.000780125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009743157,"about_ca_topic_score_gemma":0.004616296,"domain_scores_codex":[0.997445,0.00007245303,0.0009576115,0.0002739921,0.0002719847,0.0009789399],"domain_scores_gemma":[0.998174,0.0001343879,0.000111872,0.0004879245,0.0006087604,0.0004830747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004086668,0.0002928027,0.02754783,0.002277895,0.0005502644,0.0003461322,0.04073026,0.7259386,0.001326432,0.1166341,0.01084719,0.07309989],"study_design_scores_gemma":[0.004990713,0.001563416,0.01224147,0.002493311,0.0003238111,0.000318012,0.005666334,0.2006644,0.001323502,0.04988901,0.7177939,0.002732132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965426,0.009975029,0.0239201,0.04786862,0.01303321,0.006012845,0.0003755415,0.0003844501,0.001887609],"genre_scores_gemma":[0.9914749,0.0003153123,0.006523835,0.0006819877,0.0001924253,0.0001606335,0.000008032142,0.0001033956,0.0005394797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7069467,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05794663825348243,"score_gpt":0.2615298173330223,"score_spread":0.2035831790795399,"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."}}