{"id":"W3159620338","doi":"10.1126/science.372.6541.447","title":"Dutch studies bring back the fun—but are they good science?","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Engineering ethics; Research ethics; Psychology; Internet privacy; Environmental ethics; Computer science; Sociology; Engineering; Philosophy","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":["sts"],"category_scores_codex":[0.01152615,0.0001092105,0.0001501574,0.0001760439,0.00382229,0.0008872084,0.00290581,0.00004117819,0.0001370263],"category_scores_gemma":[0.007152788,0.00007659362,0.0000551874,0.004638304,0.01208958,0.0009461576,0.001246512,0.0002839211,0.0003417845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004365796,"about_ca_system_score_gemma":0.002880467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006505655,"about_ca_topic_score_gemma":0.002882118,"domain_scores_codex":[0.9949182,0.0002048971,0.0001962384,0.0006555945,0.002983457,0.001041644],"domain_scores_gemma":[0.9971792,0.0004186625,0.00009296328,0.0006946285,0.001392723,0.0002218426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002096118,0.0004047679,0.1156376,0.0001109443,0.00006058066,0.0003195562,0.3116719,0.0001373702,0.1908373,0.3053944,0.008494099,0.06691045],"study_design_scores_gemma":[0.0002413581,0.00007104489,0.04950017,0.000287298,0.00001825796,0.00002880281,0.7377178,0.0001902521,0.1110413,0.04613913,0.05410385,0.0006606861],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7586074,0.001271628,0.00006898264,0.0230548,0.001217953,0.0004480507,0.000006707149,0.0001732789,0.2151512],"genre_scores_gemma":[0.9925404,0.0004097189,0.0008113656,0.0003272179,0.0001719292,0.00001112617,1.058308e-7,0.000006607709,0.005721483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4260459,"threshold_uncertainty_score":0.9974746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2821230391138023,"score_gpt":0.5176024745604996,"score_spread":0.2354794354466972,"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."}}