{"id":"W2118531849","doi":"10.5539/ass.v8n13p244","title":"Feasibility in Comparison of Originality","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Originality; Computer science; Variety (cybernetics); Value (mathematics); Management science; Artificial intelligence; Psychology; Engineering; Machine learning; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001197292,0.00004304119,0.000117935,0.00005470803,0.00009873517,0.000007902018,0.000183583,0.00004566836,0.001354338],"category_scores_gemma":[0.00004484048,0.00004176243,0.00002963066,0.0006651365,0.000580693,0.0001396179,0.00002498659,0.00008756864,0.0001614289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110631,"about_ca_system_score_gemma":0.00005226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001975853,"about_ca_topic_score_gemma":0.00005911826,"domain_scores_codex":[0.9991003,0.0001080166,0.0001635326,0.0001452629,0.0002082678,0.0002745884],"domain_scores_gemma":[0.9996865,0.00002079899,0.00005847505,0.0001270826,0.000033319,0.0000738136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002246882,0.0003442708,0.8710617,0.000002005835,8.190569e-7,1.795257e-7,0.02676847,1.391182e-8,0.001273393,0.05544492,0.000665582,0.04441619],"study_design_scores_gemma":[0.0001424406,0.00001811506,0.9927153,9.823216e-7,0.000001505943,3.711752e-7,0.004927,0.000001227195,0.00008565393,0.0005206775,0.001541577,0.00004516706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5791814,0.00001243068,0.0001174747,0.0001381222,0.000271847,0.00007188573,0.000001185415,0.00001096855,0.4201947],"genre_scores_gemma":[0.9995853,1.048472e-7,0.0001046216,0.00005747215,0.00007858902,0.000004468522,3.078575e-7,0.000001642435,0.0001674671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4204039,"threshold_uncertainty_score":0.9995586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439927321720151,"score_gpt":0.4754678227762996,"score_spread":0.3314750906042845,"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."}}