{"id":"W4236289726","doi":"10.1063/1.2405528","title":"New Books","year":2006,"lang":"en","type":"article","venue":"Physics Today","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Physics; Engineering physics; 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":[0.00001548708,0.00004776378,0.00004342587,0.000005275728,0.00005648786,0.00006603919,0.0002932866,0.000009993378,0.000005117106],"category_scores_gemma":[3.065053e-7,0.00004299758,0.00002907109,0.0001302629,0.000006516005,0.0001311642,0.00006388833,0.00004289193,0.0001270897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000548798,"about_ca_system_score_gemma":0.00001634964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008409698,"about_ca_topic_score_gemma":0.000003815664,"domain_scores_codex":[0.9996187,0.000004520166,0.00005726728,0.000133863,0.00007385986,0.0001118],"domain_scores_gemma":[0.9996493,0.00001666152,0.00002231571,0.0002669687,0.00001157956,0.00003319188],"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":[1.002695e-7,0.00001135343,0.00003962211,4.11228e-7,8.061365e-7,4.416876e-7,0.000009062872,0.0003405868,0.001144776,0.8657033,0.0631704,0.06957917],"study_design_scores_gemma":[0.0001040193,0.00001009358,0.001198819,0.000003635803,0.000002137755,0.000001324584,4.239995e-7,0.01832447,0.01168948,0.7885574,0.1799758,0.000132399],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009267945,0.00003969101,0.9677343,0.001399651,0.00009009009,0.00004723544,4.059852e-7,0.000115305,0.02964654],"genre_scores_gemma":[0.9495621,0.000002619763,0.04121687,0.000491487,0.001119311,0.000009439065,0.000002779569,0.00000661965,0.007588759],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9486353,"threshold_uncertainty_score":0.1753391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133699129042307,"score_gpt":0.2243898634891577,"score_spread":0.2130528721987346,"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."}}