{"id":"W2043829411","doi":"10.1145/365024.365303","title":"GeneyTM","year":2001,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Mobile device; Human–computer interaction; User interface; Process (computing); User interface design; Multimedia; Interface (matter); User-centered design; User experience design; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001274887,0.00002935308,0.00002715608,0.00002327417,0.00006341356,0.00008473525,0.0002775597,0.00001226402,0.00002873539],"category_scores_gemma":[0.00001312265,0.00002386543,0.00001678422,0.0001116245,0.000005001069,0.0001062386,0.00005400897,0.00006169749,0.0002126231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004732399,"about_ca_system_score_gemma":0.000006571584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003486413,"about_ca_topic_score_gemma":0.000002132806,"domain_scores_codex":[0.9996603,0.00001913994,0.0000388525,0.0001056952,0.00006429646,0.0001117651],"domain_scores_gemma":[0.9997489,0.0000147894,0.000009257791,0.0001863286,0.000007067381,0.00003362018],"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":[1.655338e-7,0.000008186022,0.002921449,2.998668e-7,0.000001228672,0.000007924806,0.0002225295,0.00003177575,0.00002206279,0.04058977,0.0008321119,0.9553625],"study_design_scores_gemma":[0.0000487451,0.00001657248,0.003470064,0.000001299324,3.54733e-7,0.00003277174,0.00001016165,0.007968294,0.00003949062,0.0002380356,0.98812,0.00005427201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01085951,0.00003812634,0.9615016,0.001144219,0.00009006701,0.00001301403,4.336821e-9,0.0005019339,0.02585154],"genre_scores_gemma":[0.6896834,0.00000251764,0.3005073,0.0003453071,0.00004069229,0.000001308915,1.201479e-7,0.000002132168,0.009417244],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9872878,"threshold_uncertainty_score":0.2732911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665491435541849,"score_gpt":0.2473180712420591,"score_spread":0.2306631568866406,"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."}}