{"id":"W4233152501","doi":"10.1351/pac20047607xii","title":"Preface","year":2004,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Dendrimers and Hyperbranched Polymers","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","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":[0.00003384273,0.00007970702,0.00008651585,0.000003597844,0.00006340177,0.00003712107,0.00008198499,0.00005588764,0.0003997291],"category_scores_gemma":[0.000001642894,0.00007061341,0.00001547795,0.00002999165,0.00006279076,0.00002642492,0.00003257129,0.00005735258,0.00009052021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008822093,"about_ca_system_score_gemma":0.0000214355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000488037,"about_ca_topic_score_gemma":7.067962e-7,"domain_scores_codex":[0.9995176,8.820045e-7,0.00006933141,0.000176799,0.00008099653,0.0001544047],"domain_scores_gemma":[0.9997763,0.000004311084,0.00002289229,0.0001181648,0.00000472598,0.0000735732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006564232,0.00001412274,0.00001148598,0.0000273554,0.000002220403,0.000001586499,0.0001198102,0.0000137944,0.99836,0.0007349285,0.0001889167,0.0005192632],"study_design_scores_gemma":[0.0003098277,0.000002524789,0.00003907389,0.000005431496,0.000007995664,0.000009796167,0.00006836099,3.083567e-7,0.9909821,0.0009932234,0.007484442,0.00009698801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8984877,0.0004066367,0.00005049475,0.0001642052,0.0000357284,0.00003314957,0.000005238349,0.00004874009,0.100768],"genre_scores_gemma":[0.9985359,0.00001023545,0.0003403406,0.0001258096,0.0001011697,0.00001021539,0.000003935638,0.000007685602,0.0008647386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1000481,"threshold_uncertainty_score":0.4376754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005438142151481975,"score_gpt":0.1988692827949714,"score_spread":0.1934311406434894,"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."}}