{"id":"W4383723909","doi":"10.1142/9781800613775_0009","title":"VIEWS, VARIETY, AND CELESTIAL SPHERES","year":2023,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC (EUROPE) eBooks","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"","keywords":"Variety (cybernetics); SPHERES; Astronomy; Astrobiology; Physics; Computer science; Artificial intelligence","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005357291,0.000555685,0.0005429891,0.00004972006,0.001081684,0.001211419,0.0007339364,0.0002135115,0.002085985],"category_scores_gemma":[0.00009802051,0.0001980749,0.0002195883,0.0003185983,0.0009112795,0.0001077241,0.0007634903,0.00069087,0.002541289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000356337,"about_ca_system_score_gemma":0.00004496288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001187566,"about_ca_topic_score_gemma":0.01840585,"domain_scores_codex":[0.9962677,0.00008421415,0.0005437295,0.001274253,0.001056321,0.0007738255],"domain_scores_gemma":[0.9983525,0.0002517883,0.0001935092,0.0002203509,0.0004887145,0.0004931955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008691583,0.00004045914,0.00007685202,0.0001479134,0.0001377113,0.0004262595,0.0003662918,9.31552e-7,0.1961948,0.1501709,0.2958807,0.3564703],"study_design_scores_gemma":[0.00009616687,0.0001079236,0.0007710873,0.0001983174,0.00004678552,0.00001677566,0.00003865295,0.000009086626,0.0007964437,0.003053072,0.9942995,0.0005661363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03881756,0.0004753895,2.281366e-7,0.001051901,0.001683015,0.0009038393,0.0003349966,0.0004567387,0.9562764],"genre_scores_gemma":[0.01903959,0.00006962296,0.00002463956,0.0001571078,0.000862748,0.00002036123,0.0003225481,0.0000109219,0.9794925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6984189,"threshold_uncertainty_score":0.9998254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08202059890288443,"score_gpt":0.2632445142522501,"score_spread":0.1812239153493657,"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."}}