{"id":"W4409613722","doi":"10.61091/jcmcc127b-006","title":"A Study on the Design Path of Interdisciplinary Teaching Aids for STEAM Project-Based Learning in the Context of Science Education Based on Multi-Objective Planning","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Path (computing); Mathematics education; Computer science; Engineering management; Engineering ethics; Sociology; Engineering; Psychology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01094983,0.0001743194,0.0004222299,0.0006615238,0.0005837811,0.0001733918,0.001230685,0.0000515648,2.091668e-7],"category_scores_gemma":[0.003953075,0.0001095937,0.0001086913,0.0007757364,0.0001903031,0.0001613607,0.0002184333,0.0006871436,8.253015e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435321,"about_ca_system_score_gemma":0.00322954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001499025,"about_ca_topic_score_gemma":3.863393e-7,"domain_scores_codex":[0.9970855,0.0007794229,0.0007949679,0.0002276399,0.000867742,0.0002447433],"domain_scores_gemma":[0.9891621,0.008812681,0.0008715898,0.0003098754,0.0007964524,0.00004733454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005277088,0.006546286,0.001464022,0.0002008088,0.00005189766,0.000003489992,0.0428628,0.002192063,0.000576334,0.939029,0.0001949116,0.006350643],"study_design_scores_gemma":[0.01278149,0.02498911,0.004964116,0.005461892,0.0000952917,0.00001170785,0.1516296,0.5385334,0.004999759,0.2560007,0.00009188583,0.0004410969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8311522,0.00005281014,0.1626659,0.0005474685,0.003637138,0.001532939,9.631136e-7,0.000009970478,0.0004005805],"genre_scores_gemma":[0.9898516,5.691967e-7,0.009921535,0.00006060454,0.000131386,0.00002328415,3.277663e-7,0.000007881242,0.000002791022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6830283,"threshold_uncertainty_score":0.5729064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06085343510186297,"score_gpt":0.4006474147813716,"score_spread":0.3397939796795086,"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."}}