{"id":"W6968258590","doi":"10.5281/zenodo.15872066","title":"Falian Creator™ White Paper","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"License; Notice; Blueprint; Corporate governance; White paper; Architecture; Modular design; Conceptual architecture","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006153574,0.0001110939,0.000117574,0.0002516432,0.001843599,0.001851265,0.001653997,0.00004537854,0.002824598],"category_scores_gemma":[0.0003316989,0.000111712,0.00004191338,0.0007421829,0.0000655586,0.0009417217,0.001385126,0.0001602577,0.003377267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007349358,"about_ca_system_score_gemma":0.000007684976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002948718,"about_ca_topic_score_gemma":6.729417e-8,"domain_scores_codex":[0.9987666,0.0001111362,0.0003018221,0.0002743814,0.0002711494,0.0002749283],"domain_scores_gemma":[0.9987585,0.00001937773,0.0001127067,0.0005452311,0.0004664512,0.00009771821],"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":[0.000005477758,0.00009716748,0.000007659519,0.0002201063,0.00003309709,0.000003392167,0.006130701,0.0001135653,0.0003175035,0.3332159,0.3201621,0.3396934],"study_design_scores_gemma":[0.0002329639,0.0000326615,0.0001985432,0.00006140964,0.000003876796,0.0000236398,0.0002065651,0.01730863,0.0002641743,0.003459937,0.9780798,0.0001278031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005072952,0.00004372875,0.5244147,0.001174643,0.000126143,0.0001350221,0.000005270954,0.0008969491,0.4726962],"genre_scores_gemma":[0.9446301,0.00008127775,0.0294672,0.004784558,0.0002319369,1.052348e-7,0.0003293498,0.0008877793,0.01958773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9441228,"threshold_uncertainty_score":0.9994559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204970746499295,"score_gpt":0.2407647845773422,"score_spread":0.2202677099274127,"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."}}