{"id":"W2601107784","doi":"10.3791/55544","title":"An Efficient and Flexible Cell Aggregation Method for 3D Spheroid Production","year":2017,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Cancer Research Society","keywords":"Spheroid; Cell biology; Cell; Cell culture; 3D cell culture; Anoikis; Cell growth; Cell type; Multicellular organism; In vivo; Biology; Chemistry; Cancer cell; Genetics; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005978895,0.0008578444,0.0006362855,0.001010861,0.0007819788,0.0004170314,0.0004527915,0.000687437,0.002008113],"category_scores_gemma":[0.0004679815,0.0004186426,0.0007516433,0.000921958,0.0002948694,0.0003924411,0.0005777949,0.001300016,0.002171323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003710457,"about_ca_system_score_gemma":0.0005745416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000775683,"about_ca_topic_score_gemma":0.001795362,"domain_scores_codex":[0.9993089,0.00008785752,0.000107187,0.0001481111,0.000294901,0.00005288897],"domain_scores_gemma":[0.9997202,0.0000615879,0.00005021292,0.00006677148,0.00007160522,0.00002965935],"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":[0.00001458164,0.00002897294,0.0001019071,0.0001428521,0.00000831563,0.0001406206,0.00006857942,0.0003050538,0.9821593,0.0005281557,0.001775126,0.01472652],"study_design_scores_gemma":[0.00001902508,0.0001624177,0.001316327,0.00003758989,0.00003851251,0.0009254451,0.00002467251,0.00518974,0.925481,0.0002822074,0.06646524,0.0000578822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0789656,0.006406292,0.8944785,0.0006549235,0.0008957324,0.001700379,0.002642946,0.004336525,0.009919124],"genre_scores_gemma":[0.2278356,0.006857206,0.7476231,0.0003896233,0.0001465121,0.00356392,0.004993883,0.0006873047,0.007902881],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002008113,"threshold_uncertainty_score":0.006717801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04581523285855819,"score_gpt":0.477811183925609,"score_spread":0.4319959510670508,"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."}}