{"id":"W4293589634","doi":"10.1111/1467-8551.12653","title":"Rise of the Androids: The Reflection of Developers’ Characteristics in Computerized Systems","year":2022,"lang":"en","type":"article","venue":"British Journal of Management","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University College London","keywords":"Computer science; Rationality; Readability; Code (set theory); Bounded rationality; Ideal (ethics); Modularity (biology); Perception; Software; Set (abstract data type); Programming language; Artificial intelligence; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001634225,0.0000557751,0.0001898086,0.0001352047,0.00016395,0.00009554142,0.00122885,0.00001217757,0.000007730332],"category_scores_gemma":[0.00003784936,0.00004643126,0.00006150466,0.0009655021,0.00004300878,0.0001557546,0.0006902761,0.0002225184,3.919779e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085889,"about_ca_system_score_gemma":0.00005539686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006865341,"about_ca_topic_score_gemma":0.000007242918,"domain_scores_codex":[0.9982846,0.0002945204,0.0007072996,0.00009415736,0.0005159152,0.0001035155],"domain_scores_gemma":[0.9987206,0.00005251569,0.0007734918,0.0002492015,0.0001895037,0.00001462214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002290439,0.002181693,0.0339589,0.0008367431,0.001078607,0.001428595,0.01170422,0.04096584,0.00124165,0.06501324,0.03370375,0.8076577],"study_design_scores_gemma":[0.003636755,0.0004262052,0.8849826,0.001397894,0.0000866597,0.003857713,0.002888751,0.01895504,0.00020217,0.001594078,0.08158711,0.000385034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7512509,0.0005723546,0.2416598,0.001989899,0.002717328,0.0007614298,0.00001923715,0.00001850428,0.00101053],"genre_scores_gemma":[0.9952413,0.00006706892,0.004400824,0.0001042521,0.00002667824,0.00001045716,5.356898e-7,0.000005232262,0.0001436737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8510237,"threshold_uncertainty_score":0.228353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530551532573737,"score_gpt":0.2310323868164489,"score_spread":0.2157268714907115,"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."}}