{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001537407,0.0001052808,0.00008865981,0.0002570375,0.0008451967,0.001183474,0.0007983631,0.0000315144,0.000001673797],"category_scores_gemma":[0.0007308889,0.00009637267,0.00002425923,0.0006176567,0.0002922715,0.001993189,0.0001289519,0.0001620373,0.000009440074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001846,"about_ca_system_score_gemma":0.003263933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002587866,"about_ca_topic_score_gemma":0.00001702136,"domain_scores_codex":[0.9986452,0.00001088739,0.0001789341,0.0003600578,0.0003862348,0.0004186437],"domain_scores_gemma":[0.9989284,0.00006347986,0.00009374453,0.0002815442,0.0004474193,0.0001854074],"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":[0.000001202203,0.00002337179,0.0001249365,0.00001377834,0.000001007943,1.13688e-7,0.007512923,0.00003127355,0.0001665015,0.2119789,0.00003001524,0.780116],"study_design_scores_gemma":[0.001333922,0.0009704011,0.005765002,0.0006764589,0.00001774015,0.0002007451,0.01671623,0.0203738,0.004986132,0.02731705,0.9203556,0.001286952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1447747,0.00006725576,0.830517,0.01773235,0.001045252,0.0006365224,5.176382e-7,0.0003246231,0.00490182],"genre_scores_gemma":[0.8156934,0.000005456001,0.1831273,0.0008493762,0.0000451115,0.00006254809,0.000001294162,0.000003412767,0.0002121119],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9203256,"threshold_uncertainty_score":0.9998534,"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."}}