{"id":"W4229004235","doi":"10.1126/science.abq7833","title":"Taught to the test","year":2022,"lang":"en","type":"article","venue":"Science","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Test (biology); Psychology; Biology; Paleontology","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":[0.003032873,0.001094684,0.000875426,0.001097193,0.002251165,0.004647677,0.002644494,0.0035067,0.1241006],"category_scores_gemma":[0.03222975,0.0004726633,0.0008245607,0.0005592353,0.00256789,0.004710511,0.004014823,0.00913102,0.06548025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002456402,"about_ca_system_score_gemma":0.005874304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004012631,"about_ca_topic_score_gemma":0.004636139,"domain_scores_codex":[0.9970885,0.0006206752,0.0001298245,0.0004590934,0.001213294,0.0004886311],"domain_scores_gemma":[0.9836022,0.002420062,0.0007463589,0.002003203,0.005896327,0.005331792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009092416,0.001108123,0.00471826,0.0002317083,0.00002287138,0.0004636719,0.00178062,0.0006501488,0.002137745,0.02379406,0.6967252,0.2682767],"study_design_scores_gemma":[0.00008996492,0.0005449366,0.004816819,0.0006378292,0.00003030891,0.001269987,0.002402134,0.001657705,0.003382522,0.08153999,0.9035531,0.00007479937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03897116,0.004084602,0.127216,0.268698,0.01989645,0.0008258114,0.001813535,0.01258622,0.5259084],"genre_scores_gemma":[0.2374685,0.004725676,0.1155305,0.132935,0.004193128,0.0009943034,0.002724675,0.003435597,0.4979926],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1241006,"threshold_uncertainty_score":0.4151577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443001268334675,"score_gpt":0.2913672959967074,"score_spread":0.2769372833133606,"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."}}