{"id":"W2142694895","doi":"10.1145/2597959.2597974","title":"Test-Run of the \"App-Driven Approach\" in Teaching A Mobile Programming Course","year":2014,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Computer science; CLARITY; Readability; Android (operating system); Multimedia; Computational thinking; Mathematics education; World Wide Web; Artificial intelligence; Programming language; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001740263,0.0001391535,0.0001914983,0.00007371873,0.0001903524,0.0001326504,0.001189356,0.0000642527,0.00000196688],"category_scores_gemma":[0.0002857468,0.00009357259,0.00009386527,0.0003287146,0.00007261927,0.0001925081,0.0003463718,0.0006201295,0.00000506346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002564355,"about_ca_system_score_gemma":0.00004519205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002026206,"about_ca_topic_score_gemma":0.00001537523,"domain_scores_codex":[0.9983519,0.0003585923,0.0002967092,0.0003543581,0.0002861752,0.0003523213],"domain_scores_gemma":[0.9987569,0.0002919758,0.000164361,0.0007041373,0.00002516313,0.00005750035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[8.715311e-7,0.0003526573,0.04597474,0.0000255512,0.000005995706,6.026664e-7,0.005205015,0.004388368,0.0001158143,0.01595074,0.00004551205,0.9279342],"study_design_scores_gemma":[0.0008104192,0.0003709816,0.02955471,0.0001550367,0.00001630705,0.00003291418,0.001001182,0.8616456,0.0002145552,0.0002933712,0.1054494,0.0004554504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2139614,0.00007603018,0.7803032,0.000431683,0.0001986346,0.0005687024,2.628029e-7,0.0005467003,0.003913419],"genre_scores_gemma":[0.760562,3.05673e-7,0.2390215,0.00005659541,0.00003181314,0.0000447147,4.035161e-7,0.000009317847,0.0002733149],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9274787,"threshold_uncertainty_score":0.3815779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00947610106691017,"score_gpt":0.2482688102167529,"score_spread":0.2387927091498427,"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."}}