{"id":"W4399828236","doi":"10.32920/26052784","title":"Membrane Stress and Replication Instability","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Toronto Metropolitan University","funders":"","keywords":"Replication (statistics); Instability; Stress (linguistics); Materials science; Mechanics; Physics; Biology; Philosophy; Virology","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":[0.0002104351,0.000323516,0.0003728687,0.0005683665,0.0004035079,0.0008909272,0.0001919178,0.0006208734,0.004044482],"category_scores_gemma":[0.0005201418,0.0001515963,0.0002498352,0.000357883,0.0003313055,0.0005868403,0.0005797628,0.0005400777,0.001121919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005162715,"about_ca_system_score_gemma":0.0002285402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003054479,"about_ca_topic_score_gemma":0.0001943234,"domain_scores_codex":[0.9997472,0.00004017023,0.00001286848,0.00005900173,0.00007779002,0.00006293034],"domain_scores_gemma":[0.9995777,0.00006997896,0.0001841143,0.00003177128,0.00005462205,0.00008182336],"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":[0.000504799,0.00004970806,0.005181821,0.0003531843,0.00003542636,0.0004638747,0.0001182833,0.0006836762,0.9674346,0.006552088,0.000859521,0.01776302],"study_design_scores_gemma":[0.00004826593,0.0005443635,0.09964922,0.00006796469,0.0000499077,0.004224304,0.0003429476,0.004532425,0.8422958,0.02249743,0.02565756,0.00008968354],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411184,0.03277872,0.007818028,0.001501744,0.0002049404,0.00003695721,0.000841944,0.0001899748,0.01550925],"genre_scores_gemma":[0.9899424,0.003643986,0.0008548958,0.00007421873,0.0000753561,0.00001213648,0.0004317921,0.00002482304,0.004940219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004044482,"threshold_uncertainty_score":0.01353014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167013177710365,"score_gpt":0.2768961234032847,"score_spread":0.255225991626181,"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."}}