{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1283dccd2c69","filters":{"venue":"STEM Education Review"}},"results":[{"id":"W4367302103","doi":"10.54844/stemer.2023.0354","title":"Using optimized clustering to identify students' science learning paths to knowledge integration","year":2023,"lang":"en","type":"article","venue":"STEM Education Review","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Levenshtein distance; Repertoire; Cluster analysis; Curriculum; Computer science; Abstraction; Silhouette; Path (computing); Mathematics education; Artificial intelligence; Mathematics; Psychology; Pedagogy; Epistemology","authors":[{"name":"Teeba Obaid","is_ca":true},{"name":"Hosein Aghajani","is_ca":false},{"name":"Marcia C. Linn","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1665448716726448,"gpt":0.4532090148792176,"spread":0.2866641432065729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003734459,0.0004574661,0.0005781703,0.005978,0.0006176961,0.001531637,0.0008298695,0.0005130087,0.001945461],"category_scores_gemma":[0.01301705,0.0002277782,0.0008240039,0.00500401,0.0003787868,0.001163551,0.0008646267,0.0004787349,0.0003915837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565658,"about_ca_system_score_gemma":0.002158982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009092557,"about_ca_topic_score_gemma":0.01540789,"domain_scores_codex":[0.9981468,0.0007995265,0.0001576406,0.0004003002,0.0003941475,0.0001016762],"domain_scores_gemma":[0.9933656,0.003278293,0.0013431,0.0003229185,0.001558361,0.000131683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002814378,0.0003089685,0.1818895,0.002721732,0.0006325626,0.00008348572,0.004400249,0.01622565,0.004658907,0.004810631,0.002829651,0.7811573],"study_design_scores_gemma":[0.0001585576,0.0008828766,0.7795444,0.001702057,0.001093919,0.0004542652,0.01030374,0.1564653,0.01374486,0.01539594,0.01996879,0.0002853661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7375277,0.006210783,0.2422743,0.0005812994,0.00007190136,0.001205297,0.001547706,0.0009420316,0.00963894],"genre_scores_gemma":[0.789572,0.001612481,0.205796,0.00004963902,0.00001062017,0.000716339,0.0009177393,0.00005645604,0.00126873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009092557,"threshold_uncertainty_score":0.01974994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}