{"id":"W3172976288","doi":"10.1126/science.abj2923","title":"Summer reading 2021 <b>Solving Public Problems: A Practical Guide to Fix Our Government and Change Our World</b> , <i>Beth Simone Noveck</i> , Yale University Press, 2021, 448 pp. <b>Technically Food: Inside Silicon Valley's Mission to Change What We Eat</b> , <i>Larissa Zimberoff</i> , Abrams Press, 2021, 240 pp. <b>Unwell Women: Misdiagnosis and Myth in a Man-Made World</b> , <i>Elinor Cleghorn, Dutton</i> , 2021, 400 pp. <b>The Uncommon Knowledge of Elinor Ostrom: Essential Lessons for Collective Action</b> , <i>Erik Nordman</i> , Island Press, 2021, 256 pp. <b>The Ascent of Information: Books, Bits, Genes, Machines, and Life's Unending Algorithm</b> , <i>Caleb Scharf</i> , Riverhead Books, 2021, 352 pp. <b>A Quantum Life: My Unlikely Journey from the Street to the Stars</b> , <i>Hakeem Oluseyi and Joshua Horwitz</i> , Ballantine Books, 2021, 368 pp. <b>Blue: In Search of Nature's Rarest Color</b> , <i>Kai Kupferschmidt</i> , The Experiment, 2021, 224 pp. <b>The Memory Thief and the Secrets Behind How We Remember: A Medical Mystery</b> , <i>Lauren Aguirre</i> , 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.02045213,0.001970806,0.002704073,0.000367868,0.004846032,0.003163553,0.003918256,0.000935098,0.0001200464],"category_scores_gemma":[0.00643772,0.001310244,0.0004955145,0.0048344,0.003739741,0.00391174,0.005366695,0.003658117,0.000004977175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001726929,"about_ca_system_score_gemma":0.004803478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02038873,"about_ca_topic_score_gemma":0.1186377,"domain_scores_codex":[0.9778822,0.00647745,0.003504882,0.003294241,0.005542482,0.00329876],"domain_scores_gemma":[0.9832079,0.006835995,0.002602121,0.002898443,0.002711674,0.001743827],"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":[0.007669972,0.003165162,0.01324855,0.002290606,0.001659814,0.0002087154,0.1425147,0.0008330939,0.009211756,0.005747778,0.7755307,0.03791916],"study_design_scores_gemma":[0.008919455,0.00108594,0.002330294,0.003807458,0.0009235172,0.0000767399,0.1454961,0.007357049,0.005720358,0.00021659,0.8219399,0.002126503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1440136,0.3598592,0.0007933126,0.455323,0.003810175,0.03069513,0.004497343,0.0001267068,0.0008815698],"genre_scores_gemma":[0.6310946,0.3453579,0.001533433,0.008897129,0.005115612,0.003966588,0.0003506446,0.0004390896,0.00324496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4870811,"threshold_uncertainty_score":0.9993035,"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."}}