{"id":"W1490987556","doi":"10.1002/9783527632992.ch1","title":"Microgels and Their Synthesis: An Introduction","year":2011,"lang":"en","type":"other","venue":"","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Polymer science; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001179495,0.0002835706,0.0002235827,0.00008628723,0.00004954148,0.00002459011,0.0002364548,0.0004318186,0.001581377],"category_scores_gemma":[0.00003948015,0.0002204636,0.00005917388,0.00003938977,0.0001488495,0.000002387079,0.00009664801,0.00007866623,0.0001070121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007758434,"about_ca_system_score_gemma":0.00004071383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002289181,"about_ca_topic_score_gemma":0.0002878256,"domain_scores_codex":[0.9988868,0.00006905223,0.000159157,0.0006385759,0.0000483433,0.0001980578],"domain_scores_gemma":[0.9989285,0.000003973041,0.0001025886,0.0008425835,0.00002758712,0.00009470825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000217601,0.0001250565,0.0000345058,0.00004961172,0.0002392849,3.196797e-7,0.00005369,1.345526e-7,0.5479921,0.0002920416,0.40531,0.04588159],"study_design_scores_gemma":[0.00003624499,0.00003199777,0.00001192995,0.000008919878,0.00002481589,0.00001408024,0.00004191607,0.000001685243,0.3604782,0.00002915298,0.6391218,0.0001992341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02322252,0.01858214,0.005390596,0.001545446,0.0005566233,0.00196182,0.0003825641,0.0006231038,0.9477352],"genre_scores_gemma":[0.09976557,0.003015043,0.005018675,0.0004143205,0.003965328,0.000616647,0.0003572659,0.001110137,0.885737],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2338119,"threshold_uncertainty_score":0.9993313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439200447631962,"score_gpt":0.2170245832051008,"score_spread":0.2026325787287812,"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."}}