{"id":"W4409748840","doi":"10.1145/3706598.3713692","title":"Intermittent Interaction in Digital Fabrication","year":2025,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Computer science; Fabrication; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00003353459,0.00004948624,0.00005100182,0.0001828541,0.00001774785,0.0001223585,0.0002476432,0.00001674649,0.00001911472],"category_scores_gemma":[0.00005169854,0.00004425636,0.00003137492,0.0002606488,0.000007216255,0.001220169,0.0001162985,0.00007005276,0.0001414098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008209598,"about_ca_system_score_gemma":0.00001700879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002539595,"about_ca_topic_score_gemma":0.000006416192,"domain_scores_codex":[0.9995795,0.000007958129,0.000113984,0.0001632371,0.00004736909,0.00008788652],"domain_scores_gemma":[0.9996859,0.00004037556,0.00002410984,0.0001609844,0.00007699648,0.00001162067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003868437,0.0003864864,0.03319156,0.00001546739,0.00003730708,0.00001173671,0.001095792,0.00002669907,0.02751685,0.647608,0.01714358,0.2729278],"study_design_scores_gemma":[0.0009925826,0.0001518199,0.7345433,0.000225195,0.000005757959,0.00001390942,0.001811526,0.0853692,0.1166135,0.02382937,0.03600019,0.0004436196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02940097,0.000007085398,0.8273529,0.0009259491,0.0005411078,0.00006166237,2.783989e-7,0.0000147694,0.1416953],"genre_scores_gemma":[0.9959666,0.000001576138,0.0003768348,0.0007672397,0.000008957071,0.000008158658,0.000002685208,0.000001122759,0.002866846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9665656,"threshold_uncertainty_score":0.1817584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009769917666627536,"score_gpt":0.276961654483465,"score_spread":0.2671917368168374,"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."}}