{"id":"W3198025194","doi":"10.1126/science.abl8018","title":"A sampling of seasonal science books <b>The Sleeping Beauties and Other Stories of Mystery Illness</b> , <i>Suzanne O’Sullivan</i> , Picador, 2021, 336 pp. <b>Fuzz: When Nature Breaks the Law</b> , <i>Mary Roach</i> , Norton, 2021, 320 pp. <b>Our Biggest Experiment: An Epic History of the Climate Crisis</b> , <i>Alice Bell</i> , Counterpoint Press, 2021, 288 pp. <b>AI 2041: Ten Visions for Our Future</b> , Kai-Fu Lee and Chen Qiufan, Currency, 2021, 480 pp. <b>American Afterlives: Reinventing Death in the Twenty-First Century</b> , <i>Shannon Lee Dawdy</i> , Princeton University Press, 2021, 272 pp. <b>The Plant Hunter: A Scientist’s Quest for Nature’s Next Medicines</b> , <i>Cassandra Leah Quave</i> , Viking, 2021, 384 pp. <b>Fear of a Black Universe: An Outsider’s Guide to the Future of Physics</b> , <i>Stephon Alexander</i> , Basic Books, 2021, 256 pp. <b>Mother of Invention: How Good Ideas Get Ignored in an Economy Built for Men</b> , <i>Katrine Marçal</i> , Abrams Press, 2021, 304 pp.","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Sampling (signal processing); Philosophy; Psychology; Art; History; Engineering; Telecommunications","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":[0.000605044,0.001241209,0.0006448815,0.003057651,0.003436514,0.006285126,0.0009410814,0.001530537,0.1509772],"category_scores_gemma":[0.003256403,0.0006534116,0.0006806293,0.005597928,0.001681628,0.007041716,0.002267212,0.002725072,0.08014907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175091,"about_ca_system_score_gemma":0.002124113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008618628,"about_ca_topic_score_gemma":0.02688987,"domain_scores_codex":[0.9992546,0.0001298831,0.00004128345,0.0001053908,0.0003696383,0.00009914782],"domain_scores_gemma":[0.998306,0.0005505293,0.00009038565,0.00009598361,0.0005944101,0.0003626819],"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":[0.00001561352,0.00002247686,0.0001312542,0.0002544215,0.00000293324,0.00008216146,0.0008040896,0.00002537337,0.0001733555,0.003006009,0.9571961,0.03828626],"study_design_scores_gemma":[0.000001371946,0.000004902518,0.0005422144,0.000206428,0.000001323683,0.000117992,0.0008437881,0.00001360452,0.00002837291,0.0006865432,0.9975472,0.000006174398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003993634,0.2681549,0.001805049,0.04365457,0.02589357,0.000152106,0.003883712,0.0009617529,0.6515008],"genre_scores_gemma":[0.008067047,0.06931303,0.001211333,0.0145541,0.005863404,0.0001146326,0.001911833,0.0009331136,0.8980315],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1509772,"threshold_uncertainty_score":0.5050691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441355385518671,"score_gpt":0.2877632547081377,"score_spread":0.263349700852951,"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."}}