{"id":"W201383492","doi":"10.2139/ssrn.2220047","title":"A Transaction Byte Paradigm for Researching Organisations","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Byte; Creatures; Database transaction; Computer science; Process (computing); Human–computer interaction; Data science; Database; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00250451,0.00005445301,0.00006064448,0.00006714699,0.001689689,0.0001277566,0.0001472448,0.00005124637,0.0003156904],"category_scores_gemma":[0.0001400995,0.00005162858,0.00005780557,0.000159249,0.00007460916,0.0007094487,0.000003054262,0.0005904118,0.0000773734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007902289,"about_ca_system_score_gemma":0.002400031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005878572,"about_ca_topic_score_gemma":0.006036809,"domain_scores_codex":[0.9981918,0.0002632765,0.0001379353,0.00009470517,0.0002096304,0.001102601],"domain_scores_gemma":[0.9995796,0.0001203115,0.0000488252,0.00005709902,0.0001192333,0.00007491162],"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":[0.00001997715,0.00002585188,0.00007698778,0.000001107123,0.00002421918,6.481426e-8,0.002903264,0.00006200625,0.0008706318,0.9771037,0.000167047,0.0187452],"study_design_scores_gemma":[0.0002405501,0.0001313588,0.0002666692,0.000004948924,0.00001098387,0.00001730156,0.01024219,0.0002599299,0.00004819021,0.9798441,0.008857851,0.00007590599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3756783,0.0006645062,0.5823604,0.03177853,0.0003330827,0.0008835621,0.000003302818,0.0001038282,0.008194502],"genre_scores_gemma":[0.9913611,0.001023302,0.0001623659,0.00007104608,0.0004871194,0.00004047465,0.000003576016,0.000008978982,0.00684198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6156829,"threshold_uncertainty_score":0.9996099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01689157085687688,"score_gpt":0.3048663365899016,"score_spread":0.2879747657330247,"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."}}