{"id":"W2889358408","doi":"10.1002/bies.201800092","title":"Solving Donor Organ Shortage with Insights from Freeze Tolerance in Nature","year":2018,"lang":"en","type":"review","venue":"BioEssays","topic":"MicroRNA in disease regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Economic shortage; Cryopreservation; Cryobiology; Biology; Antioxidant; Oxidative stress; Cell biology; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006774465,0.0004478877,0.0006874052,0.0001003139,0.0000560293,0.00005005749,0.000435604,0.001057769,0.00004985962],"category_scores_gemma":[0.00004112642,0.0003405125,0.0001774637,0.0002248899,0.0001074105,0.000006046942,0.0001530135,0.0003318716,0.00003423095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006294878,"about_ca_system_score_gemma":0.000288164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004793032,"about_ca_topic_score_gemma":0.0006862359,"domain_scores_codex":[0.9982727,0.0001120963,0.0003850867,0.0008037715,0.0001633576,0.0002629793],"domain_scores_gemma":[0.9987413,0.0000191877,0.0002597197,0.0008076864,0.00007673084,0.00009540373],"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":[0.0008917789,0.001940182,0.005309543,0.04922925,0.004796401,0.0009781286,0.0008139422,0.00004726247,0.1198973,0.0009534026,0.08628356,0.7288593],"study_design_scores_gemma":[0.0002660235,0.00006182889,0.0002513882,0.004520148,0.0001737288,0.000009123182,0.000006902003,0.000005317499,0.002016006,0.00002854629,0.992123,0.0005380065],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00881058,0.9895944,0.00008941412,0.000007493492,0.0002458838,0.0005193403,0.0001739293,0.00002078341,0.0005381664],"genre_scores_gemma":[0.008530104,0.9864918,0.0007080315,0.00006472428,0.00120483,0.00007585582,0.002590681,0.0001056094,0.0002283482],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9058394,"threshold_uncertainty_score":0.9999047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011983635629624,"score_gpt":0.2673849507748575,"score_spread":0.2554013151452335,"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."}}