{"id":"W1967411507","doi":"10.1103/physrevlett.103.039502","title":"Uritsky, Davila, and Jones Reply:","year":2009,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Theoretical physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004919265,0.0001331178,0.0002445719,0.00000891027,0.0000557176,0.0000255317,0.00009758166,0.00000211814,0.00005824744],"category_scores_gemma":[0.000004674771,0.0001058494,0.0001156586,0.0001053556,0.00006770265,0.00009242931,0.00002760403,0.0001125611,0.0000848055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004432751,"about_ca_system_score_gemma":0.00000651207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004076549,"about_ca_topic_score_gemma":9.794612e-9,"domain_scores_codex":[0.9993103,0.00003558145,0.0001366123,0.000213365,0.0001387675,0.0001654419],"domain_scores_gemma":[0.9996117,0.00007763964,0.0000486209,0.0001524359,0.00002098598,0.00008864241],"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":[0.000006564118,0.0002343284,0.0002698028,0.0001118008,0.00003359254,0.000002156612,0.00007818973,0.00003460829,0.003210363,0.8800765,0.009992114,0.10595],"study_design_scores_gemma":[0.0004048786,0.0001101989,0.006742755,0.0008198037,0.0001533925,0.000002229722,0.0000116259,0.00119231,0.0005694203,0.9530813,0.03636308,0.0005490526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8989051,0.00392115,0.007531097,0.07874127,0.00009818964,0.000503859,0.00002414551,0.000104579,0.01017059],"genre_scores_gemma":[0.9595783,0.00007413406,0.0001668036,0.03964144,0.0004903416,0.000009774872,0.00001616938,0.000007054332,0.00001603861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.105401,"threshold_uncertainty_score":0.4316415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006673118782043202,"score_gpt":0.2646934762627072,"score_spread":0.258020357480664,"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."}}