{"id":"W4214753188","doi":"10.1021/acsomega.1c03857","title":"Physicochemical Limitations of Capillary Models Applied to High-Concentration Polymer Solutions","year":2022,"lang":"en","type":"article","venue":"ACS Omega","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Rio Tinto","keywords":"Capillary action; Polymer; Materials science; Absorption (acoustics); Quantum entanglement; Immersion (mathematics); Composite material; Chemical engineering; Physics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00003684744,0.00007810221,0.0000981574,0.00005915194,0.0001186458,0.000007069416,0.0001485934,0.00002914595,0.00000636394],"category_scores_gemma":[0.00001694346,0.00009094852,0.00002674064,0.0001761834,0.00003032193,0.00004642725,0.0001366957,0.0001425426,0.000008973673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005446788,"about_ca_system_score_gemma":0.00001013431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001330302,"about_ca_topic_score_gemma":0.000001088449,"domain_scores_codex":[0.9994803,0.000007182714,0.0001185295,0.000111538,0.000116399,0.0001660491],"domain_scores_gemma":[0.999687,0.00006857597,0.00002109101,0.0001842162,0.00001508914,0.00002406045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008704816,0.00006216893,0.000008660332,0.00001881437,0.00006543402,0.000001015748,0.0008777735,0.4769156,0.4019581,0.0936757,0.007776081,0.01863198],"study_design_scores_gemma":[0.0001415144,0.00002507764,0.000228335,0.000004469457,0.00001457357,0.000001177001,0.0004698799,0.00505929,0.982729,0.009907546,0.001255473,0.0001636626],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853212,0.0001204059,0.0107983,0.0002691401,0.0001068859,0.0001128823,0.00004519473,0.0005172761,0.002708776],"genre_scores_gemma":[0.9986745,0.00001824421,0.001025451,0.00004093228,0.00002785588,0.0001126734,0.00004742999,0.00001586698,0.00003703665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5807709,"threshold_uncertainty_score":0.3708773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03397622938600313,"score_gpt":0.2056373830080245,"score_spread":0.1716611536220213,"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."}}