{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2710616,0.0005177122,0.001764048,0.0021591,0.004978938,0.01257652,0.003258961,0.005815467,0.008631793],"category_scores_gemma":[0.5788741,0.001151871,0.0007553402,0.005731078,0.02110203,0.01801499,0.00661216,0.006662671,0.001689391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00897555,"about_ca_system_score_gemma":0.01745149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02260554,"about_ca_topic_score_gemma":0.06674863,"domain_scores_codex":[0.6559451,0.2908101,0.01432267,0.004322401,0.03152269,0.003076967],"domain_scores_gemma":[0.3000486,0.6039905,0.02025805,0.02877131,0.04120558,0.00572607],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0006082972,0.0002588246,0.01713316,0.01043893,0.0005958721,0.0005753094,0.06142533,0.0004691958,0.001751087,0.5531793,0.1968317,0.1567331],"study_design_scores_gemma":[0.0003103271,0.0001972691,0.01628399,0.01412305,0.000217067,0.0003937999,0.06881581,0.0004980725,0.001582797,0.2034139,0.6939964,0.0001674934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03317087,0.03667601,0.02921922,0.7688336,0.01100247,0.001006728,0.0006924406,0.0001036251,0.119295],"genre_scores_gemma":[0.5960822,0.02965081,0.04008321,0.3000819,0.003968995,0.004235866,0.0005410758,0.0006331665,0.02472289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7289383,"threshold_uncertainty_score":0.8989108,"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."}}