{"id":"W3172976288","doi":"10.1126/science.abj2923","title":"Summer reading 2021 Solving Public Problems: A Practical Guide to Fix Our Government and Change Our World , Beth Simone Noveck , Yale University Press, 2021, 448 pp. Technically Food: Inside Silicon Valley's Mission to Change What We Eat , Larissa Zimberoff , Abrams Press, 2021, 240 pp. Unwell Women: Misdiagnosis and Myth in a Man-Made World , Elinor Cleghorn, Dutton , 2021, 400 pp. The Uncommon Knowledge of Elinor Ostrom: Essential Lessons for Collective Action , Erik Nordman , Island Press, 2021, 256 pp. The Ascent of Information: Books, Bits, Genes, Machines, and Life's Unending Algorithm , Caleb Scharf , Riverhead Books, 2021, 352 pp. A Quantum Life: My Unlikely Journey from the Street to the Stars , Hakeem Oluseyi and Joshua Horwitz , Ballantine Books, 2021, 368 pp. Blue: In Search of Nature's Rarest Color , Kai Kupferschmidt , The Experiment, 2021, 224 pp. The Memory Thief and the Secrets Behind How We Remember: A Medical Mystery , Lauren Aguirre , Pegasus Books, 2021, 336 pp.","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Reading (process); Government (linguistics); Ode; Library science; Mass media; Sociology; Media studies; Political science; Operations research; Computer science; Law; Engineering; Philosophy; Art; Literature","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008033396,0.001980866,0.0009196321,0.001832579,0.003446268,0.006964752,0.001438911,0.003452777,0.318377],"category_scores_gemma":[0.002678434,0.0008323427,0.0009396999,0.001844599,0.001610436,0.006650756,0.003054153,0.00486835,0.22844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002693504,"about_ca_system_score_gemma":0.004555688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01614887,"about_ca_topic_score_gemma":0.04275818,"domain_scores_codex":[0.9990275,0.0001722358,0.00006263258,0.0001981085,0.0003985825,0.0001409612],"domain_scores_gemma":[0.9989033,0.0002219503,0.00006260222,0.00008350542,0.0004341788,0.0002944115],"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":[0.000004817325,0.00001198752,0.00003520582,0.0000747509,0.000001018612,0.00002578003,0.0002593891,0.00002257375,0.00007729235,0.0027937,0.9735819,0.02311168],"study_design_scores_gemma":[0.000001125221,0.000003165726,0.0001410378,0.0001492161,6.73262e-7,0.00002819499,0.0002992551,0.000009584734,0.00001929881,0.0008094038,0.9985362,0.000002881163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0006652103,0.09474105,0.00213669,0.04138894,0.01962172,0.0001321702,0.001685151,0.001212979,0.838416],"genre_scores_gemma":[0.002020884,0.01718543,0.001375582,0.005500264,0.001524529,0.00007971934,0.0006511385,0.0004611169,0.9712014],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.318377,"threshold_uncertainty_score":0.9722525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03945986342164787,"score_gpt":0.3192542588977498,"score_spread":0.2797943954761019,"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."}}