{"id":"W4378976097","doi":"10.1126/science.adi7361","title":"Summer reading 2023 In a Flight of Starlings: The Wonders of Complex Systems , Giorgio Parisi , Penguin Press, 2023, 144 pp. I Feel Love: MDMA and the Quest for Connection in a Fractured World , Rachel Nuwer , Bloomsbury, 2023, 384 pp. Many Things Under a Rock: The Mysteries of Octopuses , David Scheel , Norton, 2023, 320 pp. The Hidden History of Code-Breaking: The Secret World of Cyphers, Uncrackable Codes, and Elusive Encryptions , Sinclair McKay , Pegasus, 2023, 400 pp. Thinking with Your Hands: The Surprising Science Behind How Gestures Shape Our Thoughts , Susan Goldin-Meadow , Basic Books, 2023, 272 pp. The Madwomen of Paris: A Novel , Jennifer Cody Epstein , Ballantine Books, 2023, 336 pp. Life on Other Planets: A Memoir of Finding My Place in the Universe , Aomawa Shields , Viking, 2023, 352 pp. The Ghost Forest: Racists, Radicals, and Real Estate in the California Redwoods , Greg King , PublicAffairs, 2023, 480 pp. The Quickening: Creation and Community at the Ends of the Earth , Elizabeth Rush , Milkweed Editions, 2023, 424 pp.","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Gothic Literature and Media Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"","keywords":"Reading (process); Environmental ethics; MDMA; Philosophy; Biology; Linguistics; Pharmacology","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.03933759,0.001614006,0.00261349,0.0005584918,0.005007291,0.001106315,0.00687159,0.0006875204,0.00002953321],"category_scores_gemma":[0.003374177,0.0007380841,0.0006592139,0.008937549,0.01657383,0.001536364,0.001984369,0.004131893,0.000002408802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006753919,"about_ca_system_score_gemma":0.002856468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07717219,"about_ca_topic_score_gemma":0.1286491,"domain_scores_codex":[0.9786875,0.007659414,0.003837959,0.001982593,0.005525222,0.002307314],"domain_scores_gemma":[0.971314,0.01704338,0.006176369,0.003563863,0.001556179,0.000346226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.008118427,0.00192282,0.0378413,0.002660859,0.001615364,0.00006106708,0.3427839,0.008706272,0.04251386,0.02021661,0.5329263,0.0006333166],"study_design_scores_gemma":[0.01291575,0.001214646,0.01033765,0.007272733,0.003026847,0.0002462133,0.5065127,0.01519814,0.005675138,0.001940005,0.4334121,0.002248039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6341093,0.1937447,0.0006269185,0.1226473,0.002971562,0.0286413,0.007072516,0.0002426467,0.009943656],"genre_scores_gemma":[0.9622518,0.03152381,0.0001366637,0.002959046,0.0004396651,0.0005468416,0.0001991237,0.000167786,0.001775299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3281424,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262774022354909,"score_gpt":0.2696882153225715,"score_spread":0.2434108130870806,"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."}}