{"id":"W1985827081","doi":"10.1016/j.cryobiol.2008.10.032","title":"31. Development of a system for the precise evaluation of rhe glass stability of cryoprotective agent solutions","year":2008,"lang":"en","type":"article","venue":"Cryobiology","topic":"Adsorption, diffusion, and thermodynamic properties of materials","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Development (topology); Stability (learning theory); Materials science; Chemistry; Chemical engineering; Chromatography; Computer science; Mathematics; Engineering; Mathematical analysis","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":[0.001826027,0.0004984972,0.0006981003,0.000617856,0.001003321,0.0005889974,0.00101669,0.00119423,0.00181035],"category_scores_gemma":[0.001353844,0.0005246339,0.0004463202,0.0003314214,0.0005303533,0.001092911,0.0007022296,0.001254894,0.00126273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005654912,"about_ca_system_score_gemma":0.0009003922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357378,"about_ca_topic_score_gemma":0.002051135,"domain_scores_codex":[0.9993902,0.0001246814,0.0000509038,0.0001947499,0.0001596317,0.00007975541],"domain_scores_gemma":[0.9991873,0.0002679237,0.00009753617,0.0001822134,0.0001703483,0.00009472581],"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":[0.00007292739,0.00005047593,0.0002249765,0.00005912157,0.000009775589,0.00001730695,0.00003326813,0.0000947269,0.994769,0.0005050716,0.0001491696,0.004014072],"study_design_scores_gemma":[0.0000215802,0.0001364055,0.000877458,0.00000708876,0.00001705963,0.00006596813,0.000006274019,0.002174624,0.9936917,0.0001037754,0.002882974,0.00001516889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5295482,0.002409601,0.4559131,0.0005557478,0.0002166478,0.001686268,0.001532889,0.003294869,0.004842641],"genre_scores_gemma":[0.5859865,0.00187004,0.3954282,0.0004724202,0.00006536091,0.002389397,0.003932718,0.0004987865,0.009356497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001826027,"threshold_uncertainty_score":0.009657085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09449870152131135,"score_gpt":0.2718125505640694,"score_spread":0.177313849042758,"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."}}