{"id":"W2566953151","doi":"10.1088/2058-7058/13/9/32","title":"Scientific life in the brave new world","year":2000,"lang":"en","type":"article","venue":"Physics World","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Astrobiology; Political science; Physics","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":[0.001917561,0.0001012823,0.0001451167,0.000293283,0.0003442763,0.001737916,0.001126942,0.00001270065,0.003306212],"category_scores_gemma":[0.0001958629,0.00006190805,0.00007837655,0.00730249,0.0001422223,0.0006445333,0.00009064674,0.0002258522,0.004501213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003242559,"about_ca_system_score_gemma":0.0003128047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004851796,"about_ca_topic_score_gemma":0.0106187,"domain_scores_codex":[0.9970846,0.0002432325,0.0003377095,0.0003937628,0.001607956,0.0003327621],"domain_scores_gemma":[0.9983793,0.0005298801,0.0000600744,0.0007084619,0.0001918354,0.0001304045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001080979,0.0001464742,0.003840112,0.000001487247,0.000005784569,0.00001066379,0.003066508,0.0008292917,0.0001505017,0.04346771,0.7371705,0.2112029],"study_design_scores_gemma":[0.0004150767,0.00006490039,0.01335842,0.00002187308,0.000003825223,8.691448e-7,0.0008741416,0.005506478,0.0004354888,0.5361845,0.4429438,0.0001906143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3566481,0.0002029477,0.0007332169,0.02972382,0.0007182542,0.0006118607,0.00001962574,0.00004484505,0.6112974],"genre_scores_gemma":[0.7588567,6.91908e-7,0.00007109988,0.0005311259,0.0004852643,0.00001131719,0.00000564448,0.000005207482,0.240033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4927168,"threshold_uncertainty_score":0.9992984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153498650195546,"score_gpt":0.4272607304789189,"score_spread":0.273762080283373,"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."}}