{"id":"W3200062034","doi":"10.1002/smll.202103192","title":"Multifunctional Thermoresponsive Microcarriers for High‐Throughput Cell Culture and Enzyme‐Free Cell Harvesting","year":2021,"lang":"en","type":"article","venue":"Small","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microcarrier; Throughput; Cell; Cell culture; Nanotechnology; Enzyme; Materials science; Chemistry; Biophysics; Cell biology; Biochemistry; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002301209,0.0001577995,0.0001491761,0.00004785259,0.0001149712,0.00007506185,0.000191588,0.0001535815,0.00009980686],"category_scores_gemma":[0.0006082898,0.0001513038,0.00005696318,0.0001551868,0.0000920649,0.00005416985,0.0001439898,0.0003013938,0.00002314404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005922683,"about_ca_system_score_gemma":0.00008507418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002441235,"about_ca_topic_score_gemma":0.00002556694,"domain_scores_codex":[0.9989249,0.00004088428,0.000172659,0.0002945693,0.0001889636,0.000378092],"domain_scores_gemma":[0.9989586,0.0004377668,0.00002426583,0.0002584395,0.0001557975,0.000165156],"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":[0.00005873039,0.00005057209,0.0005332615,0.0007223561,0.0000700559,0.00006243424,0.00104276,0.0009704548,0.9637145,0.0005435957,0.02395512,0.008276175],"study_design_scores_gemma":[0.002099558,0.0001165873,0.003207542,0.00008116681,0.00003607747,0.00002368328,0.0006093555,0.008011372,0.8617023,0.001346438,0.1223244,0.000441519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541563,0.00295879,0.03153906,0.0006223721,0.0008820057,0.0004718532,0.0001518375,0.0003678467,0.008849931],"genre_scores_gemma":[0.8741557,0.0001762467,0.1073635,0.0003708837,0.0005566865,0.00008435632,0.0001051873,0.0001050336,0.01708238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1020121,"threshold_uncertainty_score":0.6169991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159218325048398,"score_gpt":0.2299118487731286,"score_spread":0.2139900162682888,"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."}}