{"id":"W4389979826","doi":"10.3389/fams.2023.1294540","title":"Mathematical model of physicochemical regulation of precipitation of bone hydroxyapatite","year":2023,"lang":"en","type":"article","venue":"Frontiers in Applied Mathematics and Statistics","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Shriners Hospitals for Children - Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Supersaturation; Mineralization (soil science); Chemistry; Calcium; Phosphate; Precipitation; Aqueous solution; Biomineralization; Ionic strength; Mineralogy; Chemical engineering; Inorganic chemistry; Biochemistry; Nitrogen","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004762316,0.0009468198,0.001000211,0.000778304,0.0006423974,0.001281942,0.001690639,0.002381442,0.003176454],"category_scores_gemma":[0.001756087,0.0005600151,0.001356074,0.0006024785,0.00105216,0.00103189,0.0008481826,0.0009887927,0.0004922764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001748673,"about_ca_system_score_gemma":0.001579575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01647964,"about_ca_topic_score_gemma":0.004313522,"domain_scores_codex":[0.9996761,0.00007955106,0.00001973565,0.00007401712,0.00008394625,0.00006669051],"domain_scores_gemma":[0.999238,0.0003530508,0.0001444709,0.00002645541,0.0001903199,0.00004760933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002029276,0.00002528724,0.0005392798,0.00005881545,0.00001712883,0.00008658637,0.0000366304,0.9789708,0.003004843,0.01603849,0.0003311016,0.0008707739],"study_design_scores_gemma":[0.00001239523,0.000009231265,0.0001198341,0.000004205362,0.0000060113,0.00001583132,0.00000920563,0.9971966,0.0002419443,0.001999241,0.0003798313,0.000005632115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2963129,0.002811162,0.6240054,0.003372392,0.0005382015,0.0003595271,0.002642739,0.0006137987,0.06934393],"genre_scores_gemma":[0.9481763,0.001217158,0.02397284,0.0003570334,0.0001004883,0.0007492366,0.0006809468,0.00009548238,0.02465055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01647964,"threshold_uncertainty_score":0.03276742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392094226034391,"score_gpt":0.2986888020400443,"score_spread":0.2747678597797004,"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."}}