{"id":"W4241898458","doi":"10.1063/1.2405541","title":"New Books","year":2006,"lang":"en","type":"article","venue":"Physics Today","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Art history; Philosophy; Library science; Astronomy; History; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002783656,0.00008541871,0.00007745212,0.000008066689,0.00006768026,0.00003415906,0.0001260966,0.000008861181,0.0006303322],"category_scores_gemma":[1.959336e-7,0.00007759481,0.00004651414,0.00007194258,0.00001771288,0.0001292015,0.00001838086,0.00006938836,0.0004537159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003475202,"about_ca_system_score_gemma":0.00004100208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778187,"about_ca_topic_score_gemma":0.000005029699,"domain_scores_codex":[0.9994811,0.000007960525,0.00007938717,0.0001388846,0.0001065115,0.0001861817],"domain_scores_gemma":[0.9997377,0.00001890941,0.00003444596,0.0001426047,0.00001033139,0.00005594327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005956756,0.00007597947,0.2303968,0.000002651366,0.00002048865,0.000001911802,0.0001246712,0.002100065,0.005628804,0.4758136,0.1186676,0.1671615],"study_design_scores_gemma":[0.001006517,0.0000878737,0.1652489,0.00002406578,0.00004742883,0.000001277958,0.00009527735,0.003612861,0.0287279,0.4814712,0.3187568,0.0009198961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09039772,0.00004372879,0.3015293,0.000198522,0.0003391303,0.0001171564,0.00004586831,0.00006856275,0.60726],"genre_scores_gemma":[0.9843785,8.485127e-8,0.002401751,0.00003590429,0.001525636,0.000001346859,0.00006790325,0.000005656074,0.01158323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8939807,"threshold_uncertainty_score":0.6901695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006377235886018013,"score_gpt":0.1962183465195201,"score_spread":0.1898411106335021,"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."}}