{"id":"W7117266056","doi":"10.1109/vl-hcc65237.2025.00056","title":"Lowering the Barriers to Designing and Creating Electronics-Based Tangibles for Learning Programming","year":2025,"lang":"","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Key (lock); Coding (social sciences); Modular design; Simple (philosophy); Visual programming language; Programming by demonstration; User interface; Interactive programming","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004748045,0.0008407416,0.0004635005,0.0007107953,0.000995433,0.005155941,0.002155818,0.001398316,0.01128376],"category_scores_gemma":[0.0364999,0.0008730869,0.0005601336,0.000525011,0.001750532,0.005989555,0.004631784,0.002533966,0.002618182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007351604,"about_ca_system_score_gemma":0.0009514885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006626371,"about_ca_topic_score_gemma":0.001211976,"domain_scores_codex":[0.9946844,0.001935033,0.0003983247,0.0005071979,0.001996285,0.0004787812],"domain_scores_gemma":[0.9685076,0.02077029,0.001588347,0.00574681,0.002664262,0.0007226936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000837321,0.0006320425,0.01129196,0.00424806,0.00008725917,0.002529197,0.05212373,0.01022197,0.3232335,0.1318735,0.008662908,0.4542585],"study_design_scores_gemma":[0.000232039,0.002978878,0.01837046,0.002247231,0.0002192652,0.005933859,0.01829827,0.05788423,0.3248195,0.07181761,0.4967599,0.000438613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2329627,0.0009240979,0.726277,0.002679722,0.0002024102,0.0004465742,0.0001134042,0.002930362,0.03346373],"genre_scores_gemma":[0.642783,0.0009487543,0.3378254,0.0005989239,0.00006640262,0.0006759516,0.0001490714,0.001205062,0.0157473],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01128376,"threshold_uncertainty_score":0.03774792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009186861837949095,"score_gpt":0.2799148337593741,"score_spread":0.270727971921425,"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."}}