{"id":"W4386356348","doi":"10.1016/j.cryobiol.2023.104581","title":"Meta-analysis of the Boyle van ‘t Hoff relation: Turgor and leak models explain non-ideal volume equilibrium","year":2023,"lang":"en","type":"article","venue":"Cryobiology","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Gabriel Dumont Institute of Native Studies and Applied Research; Natural Sciences and Engineering Research Council of Canada","keywords":"Turgor pressure; Generality; Mathematics; Osmotic pressure; Biological system; Chemistry; Thermodynamics; Mechanics; Biophysics; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03278548,0.003215793,0.009340903,0.0024846,0.000921499,0.00424192,0.005228251,0.004265354,0.01123381],"category_scores_gemma":[0.09970034,0.001657125,0.03998912,0.003578461,0.001455809,0.003043918,0.002684401,0.005087081,0.001248286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101903,"about_ca_system_score_gemma":0.001158125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006347421,"about_ca_topic_score_gemma":0.005789049,"domain_scores_codex":[0.9678596,0.0209301,0.00292841,0.00625493,0.001260903,0.0007660934],"domain_scores_gemma":[0.8710144,0.1097933,0.005276876,0.01127792,0.001619035,0.001018426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.006358298,0.00003373052,0.02212434,0.0102265,0.948513,0.0001991017,0.0001230345,0.001988208,0.0003566286,0.001545151,0.001401649,0.007130334],"study_design_scores_gemma":[0.001663445,0.0004550689,0.01422238,0.001544628,0.9665845,0.0002471406,0.0001064176,0.003383453,0.0003045877,0.008183775,0.00324347,0.0000610502],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2009578,0.7284666,0.04621706,0.005830692,0.002998607,0.0003548507,0.01049123,0.0007460606,0.003937135],"genre_scores_gemma":[0.9689488,0.01780509,0.005730315,0.002513694,0.0007568186,0.0002959875,0.002191542,0.0005090203,0.001248727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03278548,"threshold_uncertainty_score":0.1733882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08572299528361282,"score_gpt":0.2909551304931884,"score_spread":0.2052321352095756,"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."}}