{"id":"W7132961606","doi":"","title":"Investigation of suspension polymerization of hydrogel beads","year":2008,"lang":"","type":"dissertation","venue":"TSpace","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bead; Suspension (topology); Aqueous suspension; Suspension polymerization; Polymerization; Self-healing hydrogels","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001987369,0.0001849321,0.0001227348,0.0001611888,0.0001251604,0.0002458847,0.0001265026,0.0001958821,0.001197536],"category_scores_gemma":[0.0003260952,0.0001195379,0.0001530303,0.0001359256,0.0001528218,0.0002636784,0.0001340271,0.0003835789,0.0003160079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002471697,"about_ca_system_score_gemma":0.0001513066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004582319,"about_ca_topic_score_gemma":0.0004567927,"domain_scores_codex":[0.9998696,0.00001685101,0.000008415124,0.00003722021,0.00004381131,0.0000240399],"domain_scores_gemma":[0.999808,0.00008799996,0.00004933606,0.000009332214,0.00002914536,0.00001607602],"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":[0.00005237633,0.00001596881,0.0001828393,0.00004012579,0.000003416926,0.00004817653,0.00001851709,0.0001069425,0.996527,0.0001124745,0.00003236267,0.002859843],"study_design_scores_gemma":[0.000005643817,0.0001255302,0.001139223,0.000003786865,0.000005469523,0.00003969901,0.000008042409,0.000933959,0.9968547,0.00002816362,0.0008534956,0.000002321297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777123,0.002019164,0.01469441,0.00008593615,0.0000230819,0.00006079095,0.0002643173,0.0001155736,0.005024508],"genre_scores_gemma":[0.9896998,0.0009273016,0.005709893,0.00005285677,0.00001057375,0.0000349751,0.0004126847,0.00003674787,0.003115021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001197536,"threshold_uncertainty_score":0.004006207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167484408103972,"score_gpt":0.2752788194281712,"score_spread":0.2536039753471315,"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."}}