{"id":"W4246300017","doi":"10.1063/1.2409978","title":"New Books","year":2003,"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":"Materials 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004720072,0.00008652683,0.0000797364,0.000007429555,0.00007009384,0.00002869799,0.0001078731,0.000008993333,0.001347073],"category_scores_gemma":[0.000001100043,0.00007839137,0.00004527602,0.0000785527,0.00001620204,0.0001249023,0.00000979429,0.0000804533,0.0005291181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003261639,"about_ca_system_score_gemma":0.00006790312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001392407,"about_ca_topic_score_gemma":8.522431e-7,"domain_scores_codex":[0.9994762,0.00001755997,0.00007067728,0.0001427826,0.0001003807,0.0001924141],"domain_scores_gemma":[0.9996733,0.00002335718,0.00003053271,0.0001616425,0.00001051318,0.00010062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002757535,0.00004435679,0.1015031,0.000001893788,0.00002740534,0.0000010961,0.0003054005,0.0004380014,0.002063038,0.7691867,0.02496437,0.1014618],"study_design_scores_gemma":[0.0009548245,0.00009929299,0.0178709,0.00002068683,0.00004304903,0.000001942797,0.0002688819,0.0007821185,0.04147766,0.3107445,0.6269025,0.0008336197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03623211,0.0000396996,0.2825154,0.00007332638,0.0003861861,0.0001018548,0.00001925333,0.00003910693,0.6805931],"genre_scores_gemma":[0.9877211,2.407838e-7,0.00383214,0.00006145056,0.000358161,0.000001443169,0.00001630688,0.000005778498,0.008003322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.951489,"threshold_uncertainty_score":0.9995658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054766088005352,"score_gpt":0.211639213034067,"score_spread":0.2010915521540134,"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."}}