{"id":"W4245878757","doi":"10.1063/1.3099583","title":"New books","year":2009,"lang":"en","type":"article","venue":"Physics Today","topic":"Analytical Chemistry and Chromatography","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Nanotechnology; Polymer science; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006160843,0.001321183,0.001379292,0.003083702,0.001373703,0.009101485,0.002132562,0.002145458,0.6326663],"category_scores_gemma":[0.002985797,0.0005802634,0.0009506647,0.00379864,0.0008514801,0.007546852,0.003626212,0.003193155,0.5704353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001559556,"about_ca_system_score_gemma":0.002581148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001834819,"about_ca_topic_score_gemma":0.003492769,"domain_scores_codex":[0.9989222,0.00008634988,0.00007021942,0.0002756019,0.0005449704,0.0001006785],"domain_scores_gemma":[0.998838,0.0001951825,0.00005104348,0.0002112607,0.0004343535,0.0002701542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001918696,0.00002787084,0.0001216381,0.0003353764,0.000006404116,0.0000782003,0.00009683045,0.00008073977,0.0002652817,0.01396803,0.816747,0.1682535],"study_design_scores_gemma":[0.000001442504,0.000002855893,0.00007694719,0.0001001814,0.000001220837,0.00007329899,0.00003242789,0.00001609169,0.00003007768,0.00135586,0.9983068,0.000002828059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004592926,0.02328078,0.002885752,0.006097104,0.009887643,0.0001249017,0.00503373,0.001794452,0.9504363],"genre_scores_gemma":[0.001766711,0.01390504,0.002196989,0.002176042,0.001977259,0.00007396168,0.004000321,0.000723334,0.9731803],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6326663,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013307737392207,"score_gpt":0.233160473020113,"score_spread":0.2230273956461909,"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."}}