{"id":"W2546984397","doi":"10.1145/2957276.2957301","title":"Barriers to Using, Customizing, and Printing 3D Designs on Thingiverse","year":2016,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"3D printing; Workflow; Computer science; Metadata; Download; 3d printed; Human–computer interaction; World Wide Web; Key (lock); Multimedia; Engineering; Database; Computer security","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":[0.01343774,0.0006272341,0.0004700923,0.001374308,0.003316367,0.003966514,0.001576177,0.001907423,0.009438255],"category_scores_gemma":[0.06365073,0.0008404087,0.0006743126,0.0008027947,0.003533401,0.007872133,0.00623187,0.001951898,0.001508839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197233,"about_ca_system_score_gemma":0.001575187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729947,"about_ca_topic_score_gemma":0.002170047,"domain_scores_codex":[0.9884464,0.006651757,0.0008543042,0.000584599,0.002815479,0.0006475959],"domain_scores_gemma":[0.9072906,0.07651783,0.003625818,0.00662439,0.003554101,0.002387165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005666088,0.0003148158,0.05172708,0.001252346,0.00005638704,0.002902192,0.7568447,0.0009590245,0.01487041,0.01953647,0.006502025,0.1444679],"study_design_scores_gemma":[0.00007427316,0.0006572998,0.04298488,0.001492709,0.00008832287,0.003694828,0.660367,0.007365453,0.00958732,0.01406029,0.2592123,0.0004153477],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948782,0.0003864315,0.01970227,0.001785851,0.00006117792,0.0001807967,0.0001334684,0.00059996,0.02836798],"genre_scores_gemma":[0.9800099,0.000288154,0.01127465,0.0005292075,0.00002103666,0.0002171312,0.0001207702,0.0002327852,0.007306349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343774,"threshold_uncertainty_score":0.07106638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04134486820737902,"score_gpt":0.2938754255372921,"score_spread":0.2525305573299131,"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."}}