{"id":"W4413678508","doi":"10.64628/aam.93r9tfcsq","title":"The promise of the “learn to code” movement","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Movement (music); Code (set theory); Computer science; Programming language; Art; Aesthetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002931332,0.00007669863,0.00008640987,0.00002512318,0.0008767982,0.0001545868,0.0007696699,0.00008295456,0.001012121],"category_scores_gemma":[0.00284596,0.00003919145,0.00005470469,0.0002448692,0.0003759456,0.0000347576,0.0004054306,0.0003487809,0.0001197754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008693014,"about_ca_system_score_gemma":0.0008867002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002555406,"about_ca_topic_score_gemma":0.003032296,"domain_scores_codex":[0.9984367,0.000576083,0.0001975455,0.0001719867,0.0004374743,0.0001801589],"domain_scores_gemma":[0.9983991,0.0003249777,0.0003362235,0.0003850669,0.000512691,0.00004190357],"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":[0.00003445285,0.0001342825,0.006034701,0.00002965574,0.00009109593,7.132748e-8,0.1189851,0.00005659242,0.00008352449,0.5529877,0.3053249,0.01623801],"study_design_scores_gemma":[0.00002698323,0.00001365301,0.006264335,0.00003159459,0.000006606415,9.579379e-9,0.01283634,0.000005971756,0.0003163696,0.005117378,0.9753166,0.00006411284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08528887,0.0000486386,0.0001298531,0.2311816,0.005314095,0.001215821,0.000003960744,0.00004509565,0.6767721],"genre_scores_gemma":[0.6707518,0.00004969295,0.0007082603,0.003323483,0.0006079858,0.00009676388,0.000001224111,0.00001089707,0.3244499],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6699918,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070745131805834,"score_gpt":0.4442612363142404,"score_spread":0.3371867231336569,"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."}}