{"id":"W4408504341","doi":"10.1002/cjce.25674","title":"Hydrogel microwells with customizable bottom design: A one‐step approach to spheroid formation","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Spheroid; Package design; Materials science; Computer science; Chemistry; Engineering drawing; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003478419,0.0005364298,0.0003677836,0.0003044928,0.0002504292,0.0004334602,0.00047427,0.0004126496,0.0006667353],"category_scores_gemma":[0.0002711306,0.0003567511,0.0004381362,0.0001645246,0.0002497358,0.0003211602,0.0004214658,0.0006759259,0.0005606757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003947607,"about_ca_system_score_gemma":0.0003995508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004227089,"about_ca_topic_score_gemma":0.001361734,"domain_scores_codex":[0.9997488,0.00002269851,0.0000341293,0.00005741057,0.00008794591,0.00004910928],"domain_scores_gemma":[0.9996372,0.00005452865,0.0001116849,0.00007541095,0.00006266747,0.00005847303],"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":[0.00001176258,0.00001561354,0.00005833281,0.00003147149,0.000002692432,0.00003437663,0.00001273101,0.0002017545,0.9978803,0.0001920924,0.00008106861,0.001477668],"study_design_scores_gemma":[0.000005757388,0.00006532868,0.0005095689,0.000003044968,0.000004840399,0.0001042388,0.000008262436,0.001824619,0.9951791,0.0000337185,0.002251685,0.000009819767],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5500216,0.002223984,0.4345803,0.0004150644,0.0003878038,0.0009578645,0.001882709,0.00296027,0.006570311],"genre_scores_gemma":[0.7110589,0.0009094211,0.2832608,0.0001058606,0.00002764057,0.0005195601,0.0005742465,0.0001464395,0.003397121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006667353,"threshold_uncertainty_score":0.002864182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225858472185077,"score_gpt":0.2011681826124165,"score_spread":0.1889095978905657,"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."}}