{"id":"W4367298356","doi":"10.1016/j.matlet.2023.134450","title":"A dual-index quality evaluation method for direct ink writing of soft materials","year":2023,"lang":"en","type":"article","venue":"Materials Letters","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Inkwell; Materials science; Extrusion; 3D printing; Fabrication; Zigzag; Quality (philosophy); Dimensionless quantity; Composite material; Nanotechnology; Engineering drawing; Mathematics; Mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01080904,0.0001632441,0.0004266027,0.0002142377,0.00005757347,0.00009798387,0.0001929955,0.0001159317,0.0003989499],"category_scores_gemma":[0.001699275,0.0001629339,0.00005903074,0.0002934316,0.00005471491,0.00008594382,0.0001055493,0.00006113078,0.00006846552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008806211,"about_ca_system_score_gemma":0.00002449512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001142888,"about_ca_topic_score_gemma":0.000001754859,"domain_scores_codex":[0.9974268,0.000498845,0.0007125683,0.0002667219,0.000625181,0.0004699003],"domain_scores_gemma":[0.998482,0.0009396226,0.0001076964,0.0003048721,0.0001004413,0.00006538105],"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":[0.00003291995,0.000006403394,0.00007212617,0.0008671649,0.00004823014,0.000001897089,0.0001207972,0.001251768,0.9897521,0.00005306799,0.003353342,0.004440233],"study_design_scores_gemma":[0.0004888786,0.00001612213,0.006217417,0.0001037512,0.00002095248,0.000001203099,0.00003357243,0.005893941,0.9863263,0.0001738096,0.0005400055,0.0001840533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833414,0.00001120229,0.01330319,0.0007964255,0.001086214,0.0006745009,0.000205262,0.0004323717,0.0001494091],"genre_scores_gemma":[0.992736,0.00000639989,0.006137911,0.000146215,0.0003993184,0.0003421881,0.0001432757,0.00006303593,0.00002569729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009394538,"threshold_uncertainty_score":0.6644253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06388744053120712,"score_gpt":0.3930804067962658,"score_spread":0.3291929662650587,"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."}}