{"id":"W4298847133","doi":"10.1007/978-3-031-02202-9_6","title":"The Development of Surface Applications","year":2013,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on human-centered informatics","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Development (topology); Computer science; Process (computing); Work (physics); Systems engineering; Software engineering; Human–computer interaction; Engineering; Mechanical engineering; Programming language; Mathematics","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":[0.0006354098,0.0006230818,0.0003327591,0.0007930717,0.0005855768,0.003657305,0.0007750533,0.001130524,0.0127029],"category_scores_gemma":[0.001233417,0.0003732065,0.0003517778,0.0008608904,0.001087167,0.00261665,0.001739149,0.001623884,0.004450608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006211823,"about_ca_system_score_gemma":0.0007128121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008141273,"about_ca_topic_score_gemma":0.000815091,"domain_scores_codex":[0.9994155,0.00009000337,0.0000157573,0.00008293302,0.0003134322,0.00008239176],"domain_scores_gemma":[0.9996263,0.00009191579,0.00001366704,0.00007139034,0.00016285,0.00003384316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003011723,0.00005399003,0.0004414881,0.0003077402,0.0000092154,0.0001872337,0.001222633,0.001988096,0.03653115,0.4084063,0.02131577,0.5295063],"study_design_scores_gemma":[0.000007758181,0.0001076733,0.0009978575,0.0002384736,0.00001038058,0.000399856,0.0006038366,0.006399762,0.02380109,0.06039345,0.9070222,0.00001758383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04781745,0.02673461,0.2535424,0.00428111,0.001653232,0.0002260814,0.0002341589,0.001239638,0.6642714],"genre_scores_gemma":[0.3662437,0.03380931,0.1422208,0.001095691,0.0004779325,0.0002507399,0.000603155,0.0009932024,0.4543056],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0127029,"threshold_uncertainty_score":0.04249549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229774776523351,"score_gpt":0.279240400585288,"score_spread":0.2369426528200545,"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."}}