{"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":"9d8de8276f0a","filters":{"venue":"Constructionism Conference Proceedings"}},"results":[{"id":"W4411573420","doi":"10.21240/constr/2025/49.x","title":"Designing Manipulatives as Microworld-Making: A Reflective Approach to Enhancing a Course through Pre-Service Teachers’ Contributions","year":2025,"lang":"en","type":"article","venue":"Constructionism Conference Proceedings","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre de Santé et de Services Sociaux de la Vieille-Capitale; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Course (navigation); Mathematics education; Service (business); Computer science; Psychology; Engineering","authors":[{"name":"Claudia Corriveau","is_ca":true},{"name":"Ivanhoé Moisan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.024476295008496,"gpt":0.3220404380212653,"spread":0.2975641430127692,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009621354,0.000772716,0.0003174071,0.001267606,0.005191471,0.00775775,0.002526654,0.001748431,0.003710151],"category_scores_gemma":[0.01424431,0.0005797466,0.0006135394,0.0004605633,0.01829312,0.007570466,0.009146024,0.004074452,0.0008772463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003936134,"about_ca_system_score_gemma":0.005806161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008316982,"about_ca_topic_score_gemma":0.00304447,"domain_scores_codex":[0.9911882,0.00670312,0.0001790122,0.0005643102,0.0008319949,0.0005334612],"domain_scores_gemma":[0.9897731,0.005669618,0.0006554765,0.002069407,0.000687477,0.0011449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000692886,0.0005428696,0.004374209,0.0004187844,0.00002457512,0.0011137,0.5605503,0.001748002,0.009136322,0.3115506,0.005039017,0.1054322],"study_design_scores_gemma":[0.00005288847,0.000452989,0.002407475,0.0007014376,0.00004407044,0.001655625,0.2465397,0.00492033,0.01851697,0.141067,0.5835531,0.00008841935],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3288437,0.001016615,0.5073127,0.01780012,0.0004541845,0.0008548101,0.00004407877,0.0008941075,0.1427796],"genre_scores_gemma":[0.810446,0.0005597041,0.1635495,0.0007030617,0.00004183463,0.0003861912,0.00002769088,0.0002343471,0.02405163],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009621354,"threshold_uncertainty_score":0.05088317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}