{"id":"W4407197334","doi":"10.1016/j.polymertesting.2025.108721","title":"Chemical structure–property relationships of photocurable monomers/macromers: Potential binder candidates for ceramic/metal vat photopolymerization","year":2025,"lang":"en","type":"article","venue":"Polymer Testing","topic":"Photopolymerization techniques and applications","field":"Chemistry","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Business Finland","keywords":"Photopolymer; Materials science; Monomer; Ceramic; Metal; Composite material; Polymer science; Chemical engineering; Polymer; Metallurgy","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":[0.0002228609,0.0003711335,0.0001606826,0.0004265743,0.0001147673,0.0002555579,0.0001313169,0.0002846523,0.001540763],"category_scores_gemma":[0.0004654794,0.0002068804,0.0001910866,0.0003063806,0.0001366089,0.0003201435,0.000127765,0.0003490793,0.0003980262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002401494,"about_ca_system_score_gemma":0.0001342686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002668074,"about_ca_topic_score_gemma":0.0006105658,"domain_scores_codex":[0.9998528,0.00002210879,0.00001213834,0.00003606902,0.0000429523,0.00003393613],"domain_scores_gemma":[0.9997353,0.00007585836,0.0000994966,0.0000163229,0.00003470841,0.00003834414],"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":[0.00003448488,0.00001854683,0.0001704433,0.00003049876,0.000005173623,0.00001765784,0.000008349243,0.0001911371,0.9965791,0.00002928498,0.000008200788,0.002907115],"study_design_scores_gemma":[0.000002859675,0.0001422278,0.00153122,0.000003376018,0.00001328433,0.00003884071,0.000006674928,0.0005910887,0.9971986,0.00001201638,0.0004567713,0.000003031812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884053,0.004555718,0.004905918,0.00004834803,0.00001172694,0.00004675204,0.0001156729,0.0000604257,0.001850097],"genre_scores_gemma":[0.9945248,0.00118298,0.003286802,0.00001792766,0.000006235925,0.00003153046,0.0000576182,0.00001637212,0.0008757871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001540763,"threshold_uncertainty_score":0.005154312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02171442715487843,"score_gpt":0.2568182823683944,"score_spread":0.235103855213516,"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."}}