{"id":"W2057836322","doi":"10.1021/la0608866","title":"Colloidal Interactions between Langmuir−Blodgett Bitumen Films and Fine Solid Particles","year":2006,"lang":"en","type":"article","venue":"Langmuir","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Langmuir–Blodgett film; Colloid; Solid surface; Asphalt; Chemical engineering; Materials science; Colloidal particle; Nanotechnology; Chemistry; Monolayer; Organic chemistry; Chemical physics; Composite material; Engineering","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":[0.0001638233,0.0003858592,0.0003185348,0.0003304972,0.0003955235,0.0005143973,0.0002183103,0.0002765687,0.0009795318],"category_scores_gemma":[0.0003336854,0.0002069029,0.0001856823,0.0001514148,0.0003225118,0.0002908194,0.0003721434,0.0003216996,0.0002874873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004912941,"about_ca_system_score_gemma":0.0002418172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106522,"about_ca_topic_score_gemma":0.003458266,"domain_scores_codex":[0.9997382,0.00003467347,0.00001135057,0.00003765278,0.0001049195,0.00007327448],"domain_scores_gemma":[0.9998444,0.00005936476,0.00003342613,0.000006705135,0.00002991414,0.00002617879],"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":[0.00001655484,0.00000659136,0.0001880226,0.00002393423,0.000004461214,0.00003274708,0.00002127991,0.00004456224,0.9990066,0.00005438418,0.00001092931,0.0005900575],"study_design_scores_gemma":[0.00000725076,0.0000882361,0.001891615,0.000003404799,0.000007312263,0.00005383964,0.0000464341,0.001137387,0.9962759,0.00003992899,0.0004437979,0.000004890554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970612,0.0005084863,0.001672406,0.00003601451,0.000009991193,0.00002048141,0.00002865933,0.00001803155,0.0006446845],"genre_scores_gemma":[0.9961194,0.0003992007,0.001854188,0.00002885357,0.00001045025,0.00001651135,0.00007050412,0.0000117901,0.001489186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002106522,"threshold_uncertainty_score":0.004188597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007428478009073953,"score_gpt":0.2226700987265223,"score_spread":0.2152416207174483,"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."}}