{"id":"W4390811164","doi":"10.33137/cpoj.v6i2.42142","title":"ACCESSIBLE PROSTHETIC ARMS: VICTORIA HAND PROJECT AND THE IMPACT OF 3D PRINTING","year":2024,"lang":"en","type":"article","venue":"Canadian Prosthetics & Orthotics Journal","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"3D printing; 3d printed; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009827558,0.0002928006,0.0003590758,0.0004731429,0.0003049332,0.000844082,0.000282023,0.0001515373,0.00003428732],"category_scores_gemma":[0.0001331125,0.0001861196,0.0002103764,0.0005087185,0.000538771,0.0001707657,0.00004106342,0.000743456,0.000007147664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262415,"about_ca_system_score_gemma":0.001133723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005713759,"about_ca_topic_score_gemma":0.0007932821,"domain_scores_codex":[0.9982419,0.00008242111,0.0006245926,0.000207898,0.0002756406,0.0005675701],"domain_scores_gemma":[0.9988453,0.0001481058,0.00009786618,0.0002940289,0.0002541001,0.0003605407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004247829,0.0003665432,0.07979073,0.006023168,0.003994021,0.001145666,0.1241337,0.4764963,0.01128242,0.09071124,0.01029121,0.1953402],"study_design_scores_gemma":[0.00479917,0.001118162,0.01364732,0.002453672,0.0006755826,0.005528354,0.001432544,0.8990091,0.002336464,0.03395572,0.03305155,0.001992355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732967,0.01375951,0.004454387,0.00123504,0.002256994,0.001676313,0.0001182845,0.0001592578,0.003043526],"genre_scores_gemma":[0.9963849,0.0007164202,0.002476201,0.00002157919,0.0001583105,0.00001500783,0.000004586051,0.00008636458,0.0001366997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4225128,"threshold_uncertainty_score":0.8139502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007764324196513372,"score_gpt":0.2540104077091059,"score_spread":0.2462460835125926,"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."}}