{"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":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884387,0.000106879714,0.009781983,0.000526268,0.00096288265,0.00012805653,0.000018716548,0.000009846901,0.000026662774],"genre_scores_gemma":[0.9983946,0.00006983036,0.0014000054,0.000043174197,0.000047734662,9.2148264e-7,0.0000022137483,0.000005859561,0.000035674493],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990138,0.000008978415,0.00028613443,0.00011874152,0.0004564704,0.0001158655],"domain_scores_gemma":[0.9988392,0.00017857198,0.00024437255,0.000059220707,0.0006274784,0.000051181978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080836785,0.000077047305,0.00011830797,0.00007174585,0.00007015179,0.00015344135,0.00020965272,0.00002883357,0.000017761788],"category_scores_gemma":[0.00011224501,0.0000575773,0.000026271953,0.00014811376,0.000074928816,0.000572341,0.000023639366,0.00004619771,0.0000015406071],"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":[0.00005458245,0.00001223158,0.0016648318,0.00001765327,0.0000093905555,0.0000012470829,0.0004267373,0.015994336,0.9813195,0.00033113535,0.000010882881,0.00015749612],"study_design_scores_gemma":[0.0005933618,0.00008900682,0.022115275,0.000091691334,0.000015492988,0.00006565046,0.00044830816,0.03893552,0.93731314,0.000023495264,0.00021316255,0.00009589261],"about_ca_topic_score_codex":0.000026507292,"about_ca_topic_score_gemma":0.0000030866975,"teacher_disagreement_score":0.044006333,"about_ca_system_score_codex":0.00004568992,"about_ca_system_score_gemma":0.00006637296,"threshold_uncertainty_score":0.23479342},"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":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884387,0.000106879714,0.009781983,0.000526268,0.00096288265,0.00012805653,0.000018716548,0.000009846901,0.000026662774],"genre_scores_gemma":[0.9983946,0.00006983036,0.0014000054,0.000043174197,0.000047734662,9.2148264e-7,0.0000022137483,0.000005859561,0.000035674493],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990138,0.000008978415,0.00028613443,0.00011874152,0.0004564704,0.0001158655],"domain_scores_gemma":[0.9988392,0.00017857198,0.00024437255,0.000059220707,0.0006274784,0.000051181978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080836785,0.000077047305,0.00011830797,0.00007174585,0.00007015179,0.00015344135,0.00020965272,0.00002883357,0.000017761788],"category_scores_gemma":[0.00011224501,0.0000575773,0.000026271953,0.00014811376,0.000074928816,0.000572341,0.000023639366,0.00004619771,0.0000015406071],"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":[0.00005458245,0.00001223158,0.0016648318,0.00001765327,0.0000093905555,0.0000012470829,0.0004267373,0.015994336,0.9813195,0.00033113535,0.000010882881,0.00015749612],"study_design_scores_gemma":[0.0005933618,0.00008900682,0.022115275,0.000091691334,0.000015492988,0.00006565046,0.00044830816,0.03893552,0.93731314,0.000023495264,0.00021316255,0.00009589261],"about_ca_topic_score_codex":0.000026507292,"about_ca_topic_score_gemma":0.0000030866975,"teacher_disagreement_score":0.044006333,"about_ca_system_score_codex":0.00004568992,"about_ca_system_score_gemma":0.00006637296,"threshold_uncertainty_score":0.23479342},"labels":[],"label_agreement":null}]}