{"id":"W4390903004","doi":"10.1089/ast.2022.0158","title":"Future of the Search for Life: Workshop Report","year":2024,"lang":"en","type":"article","venue":"Astrobiology","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science Mission Directorate; University of California, San Diego; Goddard Space Flight Center; Polytechnique Montréal; Secretário de Ciência, Tecnologia e Ensino Superior, Governo do Estado de Parana; University of California, Riverside; Council for Research in the Social Sciences, Columbia University; Jet Propulsion Laboratory; Centre National de la Recherche Scientifique; National Aeronautics and Space Administration; Dartmouth College; California Institute of Technology; Yale University","keywords":"Sample (material); Computer science; Data science; Systems engineering; Breakout; Rendering (computer graphics); Engineering; Artificial intelligence; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007907396,0.001471157,0.000474709,0.0007128715,0.003773355,0.01011356,0.002831442,0.007981786,0.04171004],"category_scores_gemma":[0.005704201,0.0004185452,0.001327739,0.0005833852,0.00138825,0.00629716,0.01263741,0.008164453,0.01940776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002990169,"about_ca_system_score_gemma":0.01000769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386378,"about_ca_topic_score_gemma":0.003930551,"domain_scores_codex":[0.9965723,0.0008358404,0.00009483763,0.0004664638,0.0007476148,0.001283023],"domain_scores_gemma":[0.9930301,0.0007086541,0.0001783277,0.0001675817,0.001091017,0.004824423],"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":[0.0002161934,0.0002667588,0.0005491397,0.0007698258,0.00002477617,0.0005583163,0.002974967,0.0002884271,0.001293499,0.008908904,0.9427361,0.04141311],"study_design_scores_gemma":[0.00002075325,0.00009417063,0.0005462831,0.0003505916,0.000008602612,0.0001041981,0.003904631,0.0000765212,0.0003346565,0.00220793,0.9923267,0.00002493154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02837267,0.04265247,0.006431331,0.468824,0.2709598,0.001059444,0.00496887,0.0007095945,0.1760219],"genre_scores_gemma":[0.1829833,0.03605402,0.008947854,0.1225539,0.04343782,0.002965548,0.01136308,0.001052342,0.5906421],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04171004,"threshold_uncertainty_score":0.139534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249661607717105,"score_gpt":0.2610764595693954,"score_spread":0.2485798434922243,"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."}}