{"id":"W4281693413","doi":"10.1097/pxr.0000000000000157","title":"A qualitative study on stakeholder perceptions of digital prosthetic socket fabrication for transtibial amputations","year":2022,"lang":"en","type":"article","venue":"Prosthetics and Orthotics International","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Toronto Rehabilitation Institute; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Workflow; Computer science; 3D printing; Process (computing); Fabrication; CAD; Engineering; Engineering drawing; Medicine; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01682603,0.0006776103,0.0007610041,0.001645847,0.009128388,0.003451032,0.001623123,0.002082942,0.004082593],"category_scores_gemma":[0.02127597,0.000639658,0.0005477016,0.001287426,0.007419315,0.003827106,0.005471334,0.002829721,0.0003955094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005094238,"about_ca_system_score_gemma":0.006081357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006226082,"about_ca_topic_score_gemma":0.007670087,"domain_scores_codex":[0.9865113,0.009885157,0.0004093114,0.0005715707,0.0008610093,0.001761625],"domain_scores_gemma":[0.9685543,0.02320175,0.001683591,0.00045525,0.003190512,0.002914528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003004422,0.00005221024,0.001964468,0.0001526371,0.000002253475,0.0006832625,0.9934921,0.00002249097,0.0007296263,0.0005343505,0.0002453956,0.002091227],"study_design_scores_gemma":[0.000003182892,0.0000562337,0.00058231,0.0001014646,0.000001798043,0.0001625101,0.9962252,0.00004944731,0.0001660065,0.0001227236,0.002522277,0.000006793972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904329,0.0004276566,0.002147696,0.002326547,0.00006814738,0.0002536782,0.0001066267,0.00001509673,0.004221639],"genre_scores_gemma":[0.9954997,0.0005129993,0.001084661,0.0009378714,0.00001816187,0.0003106159,0.00004587828,0.00001269576,0.001577413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01682603,"threshold_uncertainty_score":0.08898562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04039978077001828,"score_gpt":0.318347290973875,"score_spread":0.2779475102038567,"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."}}