{"meta":{"query_hash":"747589533cbd","filters":{"venue":"International Journal of Surface Science and Engineering"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/747589533cbd","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+Surface+Science+and+Engineering"},"results":[{"id":"W2911484859","doi":"10.1504/ijsurfse.2019.10019180","title":"Surface-modified substrates for the Langmuir-Blodgett deposition of patterned ultra-thin and highly oriented collagen coatings","year":2019,"lang":"en","type":"article","venue":"International Journal of Surface Science and Engineering","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Langmuir–Blodgett film; Substrate (aquarium); Deposition (geology); Composite material; Thin film; Nanotechnology; Chemical engineering; Monolayer","score_opus":0.010734168767606847,"score_gpt":0.24261961670977641,"score_spread":0.23188544794216956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911484859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84896237,0.008209859,0.13304992,0.00026595034,0.0004966472,0.0004092142,0.0015631305,0.0007290338,0.0063139084],"genre_scores_gemma":[0.8155527,0.0038799068,0.17384228,0.00015637424,0.000051004055,0.0003691013,0.0013447811,0.00017185755,0.004631941],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997216,0.000045915727,0.000031670814,0.00006561525,0.00008875008,0.00004634828],"domain_scores_gemma":[0.9997756,0.00008184408,0.000034578836,0.00005112483,0.000037784295,0.000019056422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032099342,0.0006763245,0.0003823167,0.00035712757,0.00019063114,0.00034744304,0.00046550497,0.0005719913,0.0014891855],"category_scores_gemma":[0.000382741,0.00039838205,0.00028718464,0.00029507861,0.00016184676,0.00021862485,0.00023166543,0.00060301356,0.0009880295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019918763,0.0000085854135,0.000043297096,0.00004574398,0.0000025419174,0.000033560882,0.000008887109,0.000035461657,0.99884903,0.00007795997,0.000032136355,0.0008429733],"study_design_scores_gemma":[0.000006989277,0.000058854243,0.0007519884,0.000005289612,0.000006977523,0.000112600224,0.000010852337,0.0009787283,0.9956735,0.000032909367,0.0023555967,0.0000056777135],"about_ca_topic_score_codex":0.00048119543,"about_ca_topic_score_gemma":0.0011550242,"teacher_disagreement_score":0.0014891855,"about_ca_system_score_codex":0.0002362617,"about_ca_system_score_gemma":0.00019096132,"threshold_uncertainty_score":0.004981816},"labels":[],"label_agreement":null},{"id":"W4242525848","doi":"10.1504/ijsurfse.2019.097912","title":"Surface-modified substrates for the Langmuir-Blodgett deposition of patterned ultra-thin and highly oriented collagen coatings","year":2019,"lang":"en","type":"article","venue":"International Journal of Surface Science and Engineering","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Langmuir–Blodgett film; Substrate (aquarium); Deposition (geology); Composite material; Chemical engineering; Nanotechnology; Monolayer","score_opus":0.010734168767606847,"score_gpt":0.24261961670977641,"score_spread":0.23188544794216956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242525848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84896237,0.008209859,0.13304992,0.00026595034,0.0004966472,0.0004092142,0.0015631305,0.0007290338,0.0063139084],"genre_scores_gemma":[0.8155527,0.0038799068,0.17384228,0.00015637424,0.000051004055,0.0003691013,0.0013447811,0.00017185755,0.004631941],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997216,0.000045915727,0.000031670814,0.00006561525,0.00008875008,0.00004634828],"domain_scores_gemma":[0.9997756,0.00008184408,0.000034578836,0.00005112483,0.000037784295,0.000019056422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032099342,0.0006763245,0.0003823167,0.00035712757,0.00019063114,0.00034744304,0.00046550497,0.0005719913,0.0014891855],"category_scores_gemma":[0.000382741,0.00039838205,0.00028718464,0.00029507861,0.00016184676,0.00021862485,0.00023166543,0.00060301356,0.0009880295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019918763,0.0000085854135,0.000043297096,0.00004574398,0.0000025419174,0.000033560882,0.000008887109,0.000035461657,0.99884903,0.00007795997,0.000032136355,0.0008429733],"study_design_scores_gemma":[0.000006989277,0.000058854243,0.0007519884,0.000005289612,0.000006977523,0.000112600224,0.000010852337,0.0009787283,0.9956735,0.000032909367,0.0023555967,0.0000056777135],"about_ca_topic_score_codex":0.00048119543,"about_ca_topic_score_gemma":0.0011550242,"teacher_disagreement_score":0.0014891855,"about_ca_system_score_codex":0.0002362617,"about_ca_system_score_gemma":0.00019096132,"threshold_uncertainty_score":0.004981816},"labels":[],"label_agreement":null}]}