{"id":"W4411374844","doi":"10.1145/3724389.3731261","title":"Crafting Interesting Puzzles with CS Connections","year":2025,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.0006807613,0.001229664,0.0003063027,0.0007516501,0.0003154673,0.001482454,0.001780752,0.0007363904,0.01438311],"category_scores_gemma":[0.007269891,0.0006419472,0.0006412703,0.0004247404,0.0009165114,0.00359664,0.003533155,0.00145387,0.002357116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004654726,"about_ca_system_score_gemma":0.0008034751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257687,"about_ca_topic_score_gemma":0.002522404,"domain_scores_codex":[0.9994231,0.000113321,0.00005845036,0.0001222211,0.0001985627,0.00008423469],"domain_scores_gemma":[0.997511,0.001232098,0.0002224467,0.000393925,0.0002664063,0.0003740507],"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":[0.001504113,0.001764806,0.01314363,0.001884618,0.0001635946,0.002046522,0.005020854,0.05849196,0.09370077,0.1428755,0.0535415,0.6258621],"study_design_scores_gemma":[0.0008027455,0.001710987,0.009109869,0.0004762946,0.0001687633,0.002678425,0.001040882,0.3130414,0.09305453,0.06556811,0.5120547,0.0002932827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2047994,0.0003755006,0.690437,0.00061735,0.0003288266,0.001516756,0.001237133,0.03484195,0.06584609],"genre_scores_gemma":[0.4701284,0.0004209584,0.4933907,0.0002654688,0.00004642594,0.001160499,0.001941232,0.003644639,0.02900168],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01438311,"threshold_uncertainty_score":0.04811627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033560206942724,"score_gpt":0.2583603288537328,"score_spread":0.2480247267843056,"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."}}