{"id":"W4286560236","doi":"10.3389/fbioe.2022.940896","title":"Development of in situ bioprinting: A mini review","year":2022,"lang":"en","type":"review","venue":"Frontiers in Bioengineering and Biotechnology","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Government of Ontario; Natural Sciences and Engineering Research Council of Canada; Heart and Stroke Foundation of Canada","keywords":"In situ; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008915399,0.0004047416,0.001784985,0.001974435,0.00002269916,0.000007631103,0.0006450186,0.0007038886,0.00002283548],"category_scores_gemma":[0.0002704447,0.0003968329,0.0001168544,0.00184427,0.0001495733,0.0000239458,0.0004689519,0.001456919,0.000003431869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003479668,"about_ca_system_score_gemma":0.000107865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003755178,"about_ca_topic_score_gemma":0.000004576231,"domain_scores_codex":[0.9976233,0.0000438591,0.001091928,0.0004337312,0.0002381651,0.0005689806],"domain_scores_gemma":[0.9993268,0.00008534852,0.000101969,0.0004073048,0.000007450295,0.00007113015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.430788e-7,0.00001889988,0.00001213672,0.06470449,0.00005980808,0.0000254272,0.00002749434,0.000007589512,0.00004784459,0.00002835826,0.0002878582,0.9347795],"study_design_scores_gemma":[0.0001063568,0.00001590989,0.000008018247,0.02283725,0.0000293804,0.00002422862,0.00002961243,0.0003293483,0.0001492071,0.000007374608,0.9761174,0.0003458706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001395812,0.996914,0.001456732,0.00004119713,0.0005536879,0.0005246029,0.000006622311,0.0002351925,0.0001283346],"genre_scores_gemma":[0.00004403654,0.9560431,0.04360314,0.000004313996,0.00001378815,0.0001884282,0.00002609966,0.00006322507,0.00001391381],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9758296,"threshold_uncertainty_score":0.9998484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163507680219423,"score_gpt":0.2880938743721584,"score_spread":0.2564587975699642,"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."}}