{"id":"W4226176688","doi":"10.1007/s13164-022-00636-y","title":"A roadmap to doing culturally grounded developmental science","year":2022,"lang":"en","type":"article","venue":"Review of Philosophy and Psychology","topic":"Cultural Differences and Values","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Engineering ethics; Context (archaeology); Flexibility (engineering); Philosophy of science; Face (sociological concept); Set (abstract data type); Responsible Research and Innovation; Sociology; Epistemology; Social science; Computer science; Engineering; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000568716,0.0001504564,0.0003519991,0.0001126613,0.0003223784,0.0000117553,0.0004311996,0.00002947228,0.002740365],"category_scores_gemma":[0.00002512359,0.0001162209,0.00008016582,0.0006380796,0.0002286498,0.00007695415,0.0002216944,0.0001750687,0.00007936205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003541359,"about_ca_system_score_gemma":0.00003260658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002936204,"about_ca_topic_score_gemma":0.000001737069,"domain_scores_codex":[0.9985312,0.0001640144,0.0003766015,0.0004060174,0.0002449783,0.0002772095],"domain_scores_gemma":[0.9994261,0.00003167448,0.0001362065,0.0002198327,0.00006308244,0.000123084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003154717,0.0006840974,0.00358552,0.00224669,0.0002022441,0.00004553589,0.0141252,7.335469e-7,0.01097616,0.6484334,0.03434622,0.2850387],"study_design_scores_gemma":[0.002100952,0.002670326,0.200269,0.002424165,0.0001359466,0.001973408,0.002536489,0.000001889496,0.00007470848,0.03618956,0.7504544,0.001169198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5150815,0.0909705,0.0000640975,0.01970492,0.001949003,0.001217272,0.00005673201,0.00007231826,0.3708837],"genre_scores_gemma":[0.9763245,0.004318146,0.001090209,0.01765616,0.000107557,0.0001428965,0.0000130421,0.000009493419,0.0003380139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7161081,"threshold_uncertainty_score":0.9981713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195161577810565,"score_gpt":0.422975038388855,"score_spread":0.3034588806077985,"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."}}