{"id":"W2055559567","doi":"10.1145/1189136.1189176","title":"How much choice is too much?","year":2006,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Flexibility (engineering); Accreditation; Accountability; Computer science; Quality (philosophy); Work (physics); Perspective (graphical); Freedom of choice; Mathematics education; Psychology; Medical education; Artificial intelligence; Management; Political science; Engineering","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":[0.01519942,0.0004322386,0.0007417448,0.0005973504,0.003636802,0.01095429,0.001474075,0.003650334,0.01080152],"category_scores_gemma":[0.05185665,0.0003064554,0.0006445499,0.00113261,0.02119447,0.02289694,0.005057114,0.007834507,0.002624239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003285334,"about_ca_system_score_gemma":0.003403974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754045,"about_ca_topic_score_gemma":0.002263115,"domain_scores_codex":[0.9795496,0.013648,0.0004785245,0.001512795,0.003227538,0.001583532],"domain_scores_gemma":[0.9589987,0.02448321,0.00282203,0.003705168,0.003009272,0.006981635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000322447,0.000318222,0.01785358,0.0008241788,0.0001545625,0.000530076,0.04151803,0.0006994384,0.001652145,0.5597014,0.09327877,0.2831472],"study_design_scores_gemma":[0.000052265,0.0001309421,0.004199723,0.0006510526,0.00004611855,0.0004986412,0.04526141,0.0006182764,0.0008023381,0.7240117,0.223642,0.00008569787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0832007,0.0118602,0.04558613,0.7178224,0.004943178,0.00007783494,0.0001926801,0.0002797944,0.1360371],"genre_scores_gemma":[0.915699,0.006010333,0.008595191,0.04731735,0.001342181,0.0001293645,0.00009419081,0.0002573046,0.020555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01519942,"threshold_uncertainty_score":0.08038318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387326219898843,"score_gpt":0.2295154148745094,"score_spread":0.215642152675521,"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."}}