{"id":"W4390588132","doi":"10.1016/j.bone.2023.116998","title":"How osteons form: A quantitative hypothesis-testing analysis of cortical pore filling and wall asymmetry","year":2024,"lang":"en","type":"article","venue":"Bone","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Australian Research Council; Queensland University of Technology","keywords":"Asymmetry; Geology; Materials science; Mechanics; Physics","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":[0.009878041,0.000519122,0.0007017951,0.001126883,0.0002945269,0.001308929,0.001110684,0.0008871931,0.001463831],"category_scores_gemma":[0.03404625,0.0003058398,0.0009216518,0.0006423671,0.002533714,0.001862947,0.0009624441,0.0005530063,0.0001038043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009471357,"about_ca_system_score_gemma":0.0007566736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006699941,"about_ca_topic_score_gemma":0.0003460604,"domain_scores_codex":[0.9965591,0.001517917,0.0002218579,0.0006575671,0.0008297917,0.0002136478],"domain_scores_gemma":[0.9612693,0.03129963,0.004376985,0.001844726,0.000841418,0.0003679131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006471038,0.0001469611,0.1216025,0.0004752857,0.0003652413,0.0006236965,0.0006227874,0.6621826,0.04631911,0.09537231,0.0003524814,0.07128981],"study_design_scores_gemma":[0.00002442072,0.0003302745,0.02654642,0.00002341353,0.00003688309,0.0002568195,0.0001699117,0.9251837,0.008508782,0.03848149,0.0004081513,0.00002980177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6955957,0.0002160597,0.3014336,0.0002972649,0.00001062681,0.0001482018,0.0003907473,0.0001450097,0.0017628],"genre_scores_gemma":[0.9815317,0.00003782452,0.01800785,0.000021135,0.000005826009,0.00009739006,0.000133458,0.00001141958,0.0001532968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009878041,"threshold_uncertainty_score":0.05224067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0521740174937355,"score_gpt":0.2739734108195006,"score_spread":0.221799393325765,"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."}}