{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01365337,0.000405595,0.0003174821,0.002227388,0.002182871,0.004703126,0.0009477549,0.001219885,0.001440865],"category_scores_gemma":[0.08913363,0.000590171,0.0002580443,0.0007603967,0.007778266,0.003776778,0.00474368,0.002483996,0.0002240115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002895167,"about_ca_system_score_gemma":0.002216112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003599946,"about_ca_topic_score_gemma":0.002926316,"domain_scores_codex":[0.9780878,0.01623004,0.0006023499,0.001106382,0.003174105,0.0007993755],"domain_scores_gemma":[0.8305026,0.1360781,0.01538874,0.005746705,0.009316838,0.002967034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008079503,0.0000523819,0.0545536,0.0000858667,0.000020519,0.0008708684,0.9179356,0.0002423,0.003283439,0.004234985,0.0006903379,0.01794923],"study_design_scores_gemma":[0.00002746018,0.0002111224,0.07161403,0.0002935147,0.00003111823,0.001559066,0.8877773,0.003256576,0.002751347,0.006168654,0.02618695,0.0001227571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874423,0.0001327117,0.005250721,0.001084564,0.00002560984,0.00002340405,0.00001322708,0.00002451477,0.006002837],"genre_scores_gemma":[0.9984728,0.00004818146,0.0007619126,0.00009299565,0.000005479744,0.000009393671,0.000008800416,0.00001765307,0.000582867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01365337,"threshold_uncertainty_score":0.0722068,"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."}}