{"id":"W4393206026","doi":"10.1051/e3sconf/202450501003","title":"RETRACTED: Biomaterials and Artificial Intelligence: Predictive Modeling and Design","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":14,"is_retracted":true,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":{"nature":"Retraction","reason":"Concerns/Issues about Article;Concerns/Issues about Referencing/Attributions;Investigation by Journal/Publisher;","date":"7/7/2025 0:00","openalex_flagged":true},"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01644154,0.002121263,0.002270535,0.00417636,0.004143935,0.01570843,0.006887152,0.01140755,0.2769689],"category_scores_gemma":[0.07657912,0.001100907,0.002602106,0.003893863,0.00292756,0.0109389,0.007564634,0.01040716,0.2176401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003358662,"about_ca_system_score_gemma":0.009915046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004680316,"about_ca_topic_score_gemma":0.004541882,"domain_scores_codex":[0.9865075,0.001896173,0.001462161,0.0008994634,0.008551571,0.0006831007],"domain_scores_gemma":[0.9423291,0.009611136,0.001760099,0.007092561,0.03625353,0.002953548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000231675,0.00001767987,0.00008062919,0.0001888021,0.000009761554,0.0001199319,0.00008010885,0.0001283641,0.0001934146,0.005892599,0.9625779,0.03068758],"study_design_scores_gemma":[0.00001011302,0.00002509895,0.0001618154,0.000209511,0.000008389691,0.0001730992,0.00005315571,0.0003917144,0.000280075,0.002744391,0.9959269,0.00001569403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.001178756,0.00968977,0.02837239,0.1253848,0.7047617,0.0004475102,0.004081007,0.005575216,0.1205088],"genre_scores_gemma":[0.01089424,0.01482942,0.01674967,0.02132783,0.0858018,0.0006418546,0.008935182,0.007221485,0.8335984],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2769689,"threshold_uncertainty_score":0.9265532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293590688415382,"score_gpt":0.2602467122327697,"score_spread":0.2073108053486158,"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."}}