{"id":"W1977096779","doi":"10.1021/la026519l","title":"Contact Experiments in Colloid−Polymer Mixtures","year":2003,"lang":"en","type":"article","venue":"Langmuir","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Provincial Health Services Authority","keywords":"Colloid; Polymer; Ultrafiltration (renal); Suspension (topology); Membrane; Volume fraction; Chemistry; Chemical engineering; Semipermeable membrane; Materials science; Chromatography; Chemical physics; Composite material; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006575471,0.0005464074,0.001087299,0.0007222332,0.001004386,0.001037521,0.00110556,0.0011027,0.004157586],"category_scores_gemma":[0.001892357,0.000454327,0.0004000301,0.001021658,0.0006802191,0.001490973,0.001299169,0.001717497,0.000847611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008296228,"about_ca_system_score_gemma":0.0004603031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00244247,"about_ca_topic_score_gemma":0.001542583,"domain_scores_codex":[0.998423,0.0001146957,0.00005569565,0.0003482784,0.0007125539,0.0003457328],"domain_scores_gemma":[0.9974572,0.001492041,0.0002253857,0.0001961922,0.0003932466,0.0002360108],"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":[0.0005185948,0.0001616756,0.0005298295,0.0001973566,0.00002113511,0.0003089492,0.0003549843,0.0005929659,0.992467,0.0007443441,0.0002305032,0.003872683],"study_design_scores_gemma":[0.0001126572,0.001283299,0.002614717,0.00002419834,0.00003586994,0.0001830769,0.0001893328,0.01261781,0.9797366,0.0006199301,0.002545813,0.00003663966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824008,0.001755947,0.009780776,0.0001782331,0.000121625,0.0001778514,0.000392146,0.000298809,0.004893707],"genre_scores_gemma":[0.9933235,0.0009230033,0.00262679,0.0001422409,0.0000616862,0.0001120284,0.0004207915,0.00006640945,0.002323458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004157586,"threshold_uncertainty_score":0.01390845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562150383697858,"score_gpt":0.2469686494730471,"score_spread":0.2313471456360686,"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."}}