{"id":"W242244712","doi":"10.28945/2829","title":"Searching for Tomorrow’s Programmers","year":2004,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Social Science Council; McGill University","keywords":"Computer science; Programming language; Programming paradigm; Software engineering; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006788766,0.0002352329,0.0002295907,0.0009679778,0.006270294,0.003515034,0.0008788518,0.001480017,0.07260551],"category_scores_gemma":[0.002811368,0.000343673,0.0002909875,0.001003116,0.0007173643,0.002963268,0.001844462,0.00192892,0.01387196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185056,"about_ca_system_score_gemma":0.004401381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029192,"about_ca_topic_score_gemma":0.04109367,"domain_scores_codex":[0.9994357,0.000072271,0.00001182845,0.0001040853,0.0001036255,0.0002723957],"domain_scores_gemma":[0.9970311,0.0002712779,0.0001840222,0.00009105763,0.0003435591,0.002078983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001137824,0.0003376322,0.0411859,0.0002214089,0.00002052417,0.0009303815,0.01476175,0.00005341709,0.005083073,0.01359158,0.4826883,0.4410124],"study_design_scores_gemma":[0.00002539382,0.000134408,0.02660925,0.0002576285,0.00002539002,0.001417921,0.04487173,0.0002367002,0.001513444,0.005980496,0.9188886,0.00003892103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4075853,0.006941849,0.00459233,0.2171406,0.003659038,0.00009631808,0.0003134635,0.001030313,0.3586407],"genre_scores_gemma":[0.4761577,0.006401489,0.01717501,0.05170551,0.001093084,0.0000858924,0.001018415,0.0004998746,0.4458629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07260551,"threshold_uncertainty_score":0.2428896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03135945501123996,"score_gpt":0.3315983792652834,"score_spread":0.3002389242540434,"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."}}