{"id":"W839738085","doi":"","title":"Scatter, Adapt, and Remember: How Humans Will Survive a Mass Extinction","year":2014,"lang":"en","type":"article","venue":"˜The œinnovation journal","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extinction event; Event (particle physics); History; Extinction (optical mineralogy); Media studies; Set (abstract data type); Sociology; Computer science; Physics; Astrophysics; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009333843,0.00009876396,0.0001007473,0.00009838049,0.0004557495,0.0003600749,0.0001288015,0.00002552401,0.0002022699],"category_scores_gemma":[0.00001092985,0.00006848746,0.00003452344,0.0003731794,0.00006805977,0.0004688443,0.00001821903,0.0002257108,0.00001617536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000140958,"about_ca_system_score_gemma":0.00004259337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002449521,"about_ca_topic_score_gemma":0.00001180559,"domain_scores_codex":[0.9991769,0.00008501922,0.0002025479,0.000134906,0.0002121682,0.0001885026],"domain_scores_gemma":[0.9993677,0.00003609525,0.0002419459,0.0001294109,0.000176927,0.00004796029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002106975,0.0001912042,0.3961016,0.00001952328,0.0002418914,0.000003652311,0.002608194,0.0006230447,0.08404532,0.1488762,0.07161915,0.2954595],"study_design_scores_gemma":[0.004048888,0.000461839,0.104208,0.0001294671,0.0001009234,0.00007227773,0.00677123,0.01039004,0.003260487,0.1286113,0.7410311,0.0009145778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7604434,0.00002013024,0.2167724,0.01221032,0.001318019,0.0001502216,0.000004635116,0.0000226387,0.009058208],"genre_scores_gemma":[0.9963344,0.000002262813,0.0002216692,0.0002694718,0.001837672,0.000004143731,0.00000717894,0.000008086439,0.00131507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6694119,"threshold_uncertainty_score":0.3505303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083067799528438,"score_gpt":0.247975639613938,"score_spread":0.2271449616186537,"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."}}