{"id":"W4409855259","doi":"10.1016/j.mtcomm.2025.112678","title":"Effect of laser-processed wavy microgrooves on the behavior of MC3T3-E1 osteoblasts","year":2025,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"123 Certification (Canada)","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Materials science; Laser; Composite material; Optoelectronics; Biophysics; Optics; Biology","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":[0.0005210583,0.000194451,0.0004108971,0.0001210845,0.0000723664,0.00004592674,0.000936987,0.00009511327,0.0001632371],"category_scores_gemma":[0.0001383949,0.0001525896,0.00005656129,0.0002413769,0.0001290407,0.00006640258,0.0002060342,0.00009840684,0.00003113866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003097381,"about_ca_system_score_gemma":0.00001613552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003834874,"about_ca_topic_score_gemma":0.00000748879,"domain_scores_codex":[0.9988701,0.000230174,0.0005165442,0.000109492,0.000105801,0.0001678673],"domain_scores_gemma":[0.9974404,0.0006723258,0.0001009607,0.001707252,0.0000559261,0.00002316644],"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":[0.00002376043,0.0000457825,0.00002346274,0.0004718254,0.00005084547,2.709812e-7,0.0001277197,0.0005605062,0.9962781,0.001183205,0.000401297,0.0008332399],"study_design_scores_gemma":[0.0002450589,0.00008075387,0.0009431082,0.0002735463,0.00007743608,8.857197e-7,0.00001998193,0.00006584395,0.996577,0.00005412729,0.001554114,0.0001081137],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964545,0.0003514345,0.0000546389,0.0002307697,0.0004405121,0.0006857711,0.0001476106,0.0001960845,0.001438716],"genre_scores_gemma":[0.9987203,0.0001156847,0.0004467037,0.00001246465,0.00001706977,0.0004886994,0.00004325709,0.00003673556,0.000119045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002265877,"threshold_uncertainty_score":0.6222424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009145763997414931,"score_gpt":0.2526381449023334,"score_spread":0.2434923809049185,"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."}}