{"id":"W4241902593","doi":"10.1145/1189215.1189176","title":"How much choice is too much?","year":2006,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","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":[0.01411755,0.0004110725,0.0007010614,0.000555719,0.003354308,0.01042969,0.001373141,0.003584931,0.009051944],"category_scores_gemma":[0.04859393,0.0002860067,0.0006245682,0.001050792,0.02065261,0.02018256,0.004782076,0.007249141,0.002074997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003017842,"about_ca_system_score_gemma":0.00313615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570806,"about_ca_topic_score_gemma":0.002074043,"domain_scores_codex":[0.9812557,0.01256042,0.0004436,0.00133618,0.002970006,0.00143416],"domain_scores_gemma":[0.9621704,0.02282401,0.002759131,0.003344801,0.002670281,0.006231297],"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":[0.0003119813,0.0003197733,0.0184961,0.0008336728,0.0001556953,0.0005514477,0.04797656,0.0007400776,0.001821311,0.5604092,0.07912996,0.2892542],"study_design_scores_gemma":[0.00005015093,0.0001437841,0.004648098,0.0006596508,0.00004638906,0.0005408476,0.0504442,0.0006386772,0.0008836807,0.7246075,0.2172466,0.00009051185],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1047161,0.01284312,0.05271587,0.6839967,0.005015504,0.00008347708,0.000180688,0.0002746511,0.1401739],"genre_scores_gemma":[0.9262191,0.005718865,0.008850628,0.0392524,0.001152318,0.0001198292,0.00007907093,0.0002141434,0.01839366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01411755,"threshold_uncertainty_score":0.07466167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284829739184327,"score_gpt":0.2312883112303846,"score_spread":0.2184400138385413,"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."}}