{"id":"W2563214568","doi":"10.22230/src.2016v7n2/3a257","title":"Writing for Publics, Designing for Platforms: Complexity and Fluency in Service of Accessibility","year":2016,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rigour; Fluency; Computer science; Exhibition; World Wide Web; Schema (genetic algorithms); Service (business); Sociology; Psychology; Visual arts; Epistemology; Art; Mathematics education; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00602596,0.00006060441,0.0001329155,0.0001529914,0.0008457139,0.0003798383,0.0003031415,0.00004588198,0.0000479838],"category_scores_gemma":[0.001914665,0.00004086765,0.00001836693,0.00007576681,0.0007873762,0.00178564,0.0002614396,0.0002235253,0.000001030324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004390652,"about_ca_system_score_gemma":0.00007723876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004807398,"about_ca_topic_score_gemma":0.002359071,"domain_scores_codex":[0.9988818,0.000219038,0.0002523768,0.0001699782,0.0002227917,0.0002539823],"domain_scores_gemma":[0.9956473,0.002407053,0.00005955028,0.0002900082,0.001532427,0.00006366744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002350561,0.00008910699,0.02399793,0.0003120912,0.00001579403,7.124953e-8,0.006550902,4.787544e-8,0.002260123,0.9213153,0.0001171391,0.0451065],"study_design_scores_gemma":[0.003662989,0.0006148987,0.1314417,0.001091343,0.00001263359,0.000001136058,0.05512499,0.001276996,0.002700028,0.794852,0.008938909,0.0002823068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803681,0.001521657,0.004709662,0.004809136,0.000008182421,0.001263247,0.0001302195,0.00001830048,0.007171507],"genre_scores_gemma":[0.9964105,0.0003205372,0.002806969,0.00002346648,0.00002996912,0.0001679946,0.00001740614,0.000007561542,0.0002155613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1264632,"threshold_uncertainty_score":0.6504633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3963149562557714,"score_gpt":0.4427136192856825,"score_spread":0.04639866302991108,"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."}}