{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002026907,0.0002007431,0.0002429737,0.0004463649,0.0008160185,0.0009087273,0.000505057,0.0004542211,0.007054895],"category_scores_gemma":[0.0009737168,0.000272613,0.0001704687,0.0004155296,0.0009192348,0.001121331,0.00136372,0.0005617028,0.0003662757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002686977,"about_ca_system_score_gemma":0.0001296476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002962993,"about_ca_topic_score_gemma":0.0003927083,"domain_scores_codex":[0.9997551,0.0000624669,0.000008034861,0.00004172013,0.00008942024,0.00004331125],"domain_scores_gemma":[0.999567,0.0002731523,0.00002867704,0.00007000937,0.00002649523,0.00003469942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001414332,0.0004046864,0.005083304,0.0006330994,0.00004873714,0.00168813,0.004133302,0.02671193,0.3118959,0.3531711,0.004209747,0.2906057],"study_design_scores_gemma":[0.0002965231,0.001708996,0.03195696,0.0002208948,0.0001734851,0.00521499,0.003717774,0.4754974,0.2000171,0.2048106,0.07618692,0.0001983432],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7466718,0.003395602,0.191744,0.0003518521,0.0002951408,0.00005435483,0.00005491013,0.0006684742,0.05676382],"genre_scores_gemma":[0.9852727,0.0002453051,0.009318192,0.00002450008,0.00003123517,0.00001996827,0.00001798508,0.00003188159,0.005038188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007054895,"threshold_uncertainty_score":0.023601,"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."}}