{"id":"W4412465760","doi":"10.1007/978-3-031-96274-5_2","title":"Green Manufacturing Techniques in Scaffold Fabrication","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Scaffold; Fabrication; Manufacturing engineering; Nanotechnology; Business; Engineering; Materials science; Biomedical engineering; Medicine","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":[0.0001849037,0.0008489216,0.0006461408,0.001485284,0.0007906111,0.001586023,0.0008531599,0.001030998,0.01762758],"category_scores_gemma":[0.0001800435,0.0004263818,0.0005115916,0.001995705,0.001085755,0.001789748,0.001075165,0.001790976,0.01082805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006704432,"about_ca_system_score_gemma":0.0004569791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005661017,"about_ca_topic_score_gemma":0.002308045,"domain_scores_codex":[0.9997879,0.00002070428,0.000005660548,0.00002554858,0.00014321,0.00001705394],"domain_scores_gemma":[0.9999174,0.00004328434,0.000005264645,0.00001219657,0.00001716122,0.000004671148],"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":[0.0000398181,0.00009675075,0.0000547875,0.001390443,0.00001562215,0.0003200413,0.0004222254,0.004500489,0.03591788,0.3365371,0.08767284,0.5330321],"study_design_scores_gemma":[0.000003052967,0.00002922954,0.0001430214,0.0003031544,0.000007629082,0.000435868,0.00007688679,0.001541282,0.0137948,0.06774246,0.9159062,0.00001636288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003984557,0.1178544,0.1155322,0.00109806,0.003122885,0.00007823216,0.0001748374,0.0006080155,0.7575468],"genre_scores_gemma":[0.01997798,0.0822907,0.04845212,0.0009644621,0.0006123286,0.0001056307,0.0001964881,0.0004684752,0.8469318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01762758,"threshold_uncertainty_score":0.05897009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291921812447381,"score_gpt":0.2144229528167956,"score_spread":0.2015037346923218,"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."}}