{"id":"W2071253897","doi":"10.5539/ass.v4n2p42","title":"Designs of Simplicity and Reality","year":2008,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simplicity; Computer science; Design language; Reflection (computer programming); Architectural engineering; Human–computer interaction; Engineering; Epistemology; Programming language","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":[0.000283414,0.00005049343,0.00009260274,0.00003959552,0.0003209887,0.00004330125,0.0005329998,0.00002081151,0.000001524332],"category_scores_gemma":[0.00008538401,0.00004494896,0.00002122559,0.0006547375,0.001005121,0.0007027326,0.0002083594,0.00003934206,0.00000555335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001788211,"about_ca_system_score_gemma":0.0001276375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003106334,"about_ca_topic_score_gemma":0.000002315261,"domain_scores_codex":[0.9991251,0.00001839756,0.0001039484,0.000220387,0.0003296961,0.0002024523],"domain_scores_gemma":[0.9996192,0.00002830866,0.00004762096,0.0001342033,0.00006347004,0.0001071772],"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":[0.000002865384,0.00009215566,0.004730243,0.000008076805,0.000002436021,0.000009912796,0.008624862,6.004664e-8,0.009798332,0.5311931,0.0006675935,0.4448704],"study_design_scores_gemma":[0.0001673646,0.0001544205,0.9442977,0.00000649909,0.000001733468,0.00002609688,0.0001659397,0.0002136251,0.01470236,0.03844038,0.001638148,0.0001856985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3920661,0.00001424332,0.06442626,0.002544119,0.0002348833,0.000154484,0.000003606107,0.0001098797,0.5404465],"genre_scores_gemma":[0.9982082,0.000002678788,0.001557888,0.0001550175,0.00003043136,0.00000150619,9.232028e-8,0.000001242185,0.00004295473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9395675,"threshold_uncertainty_score":0.370341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07378004558851266,"score_gpt":0.3295531712166058,"score_spread":0.2557731256280932,"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."}}