{"id":"W4408210938","doi":"10.2139/ssrn.5167409","title":"Unveiling the Impact of High Pressure and Low Temperature Coupling on Gelatin Gel Properties","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Gelatin; Coupling (piping); High pressure; Materials science; Composite material; Business; Chemistry; Thermodynamics; Physics; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001160114,0.0002515204,0.0003167713,0.0001112309,0.00032669,0.0002812184,0.0003131616,0.0002428459,0.00009858915],"category_scores_gemma":[0.00009443603,0.0001504726,0.0001393979,0.0001082118,0.00006107811,0.0001266658,0.0001444674,0.002385864,0.000004311029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003477249,"about_ca_system_score_gemma":0.003068635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002056588,"about_ca_topic_score_gemma":0.000082037,"domain_scores_codex":[0.998163,0.0001143469,0.000396916,0.0002894343,0.0002890593,0.0007472825],"domain_scores_gemma":[0.9989508,0.00005494917,0.000481543,0.000267892,0.0002000885,0.00004474578],"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":[0.00039408,0.0001021258,0.0002298086,0.0001646062,0.0003047971,0.000001505685,0.0006926262,0.1017853,0.8925971,0.002461665,0.00008914163,0.00117727],"study_design_scores_gemma":[0.005561091,0.00319375,0.04543281,0.008951511,0.00200387,0.001234579,0.007919843,0.09994145,0.7409595,0.08041728,0.0009914401,0.00339291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945562,0.003840237,0.000211224,0.0003885734,0.0005313705,0.0003199737,0.00004568513,0.00002983298,0.00007687107],"genre_scores_gemma":[0.9938998,0.003285843,0.0000135827,0.00002860222,0.0003261221,0.00001110077,0.00001198691,0.0000166133,0.002406306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1516376,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008930887182344093,"score_gpt":0.2491649624476688,"score_spread":0.2402340752653247,"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."}}