{"id":"W4384834901","doi":"10.1145/3593342.3593351","title":"Evaluating the Efficacy and Impacts of Remote Pair Programming for Introductory Computer Science Students","year":2023,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Computer science; Mathematics education; 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":[0.006806599,0.0001067978,0.0001349954,0.0001521664,0.0005608318,0.000438885,0.001132147,0.00002358094,3.98972e-7],"category_scores_gemma":[0.0008274753,0.00006997721,0.00003971484,0.0009068124,0.0002254742,0.0002574972,0.0007094817,0.0001557816,0.000004934459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002369123,"about_ca_system_score_gemma":0.00009534694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004184838,"about_ca_topic_score_gemma":0.00000157943,"domain_scores_codex":[0.9982032,0.000113168,0.000220913,0.0004439311,0.0005978919,0.0004209106],"domain_scores_gemma":[0.9986046,0.0005829077,0.0001222459,0.0004770679,0.0001321744,0.00008097885],"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":[0.000005208979,0.00002236822,0.002168647,0.00002278964,0.000009841828,4.742324e-7,0.004185953,0.000322817,0.0007253525,0.0008347754,0.00007720514,0.9916246],"study_design_scores_gemma":[0.001259857,0.001536067,0.1027487,0.000152521,0.00002122977,0.00001679627,0.0002772201,0.883274,0.0007614621,0.0002638992,0.009392323,0.0002959947],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6556535,0.00003199396,0.342521,0.0008203872,0.0002741337,0.0003783353,1.141188e-7,0.0003167448,0.000003726543],"genre_scores_gemma":[0.6231598,0.000001182574,0.376622,0.00004778438,0.00009241042,0.000005011123,4.781313e-7,0.000006201415,0.00006523286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9913286,"threshold_uncertainty_score":0.4313522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06378496754723334,"score_gpt":0.400850974691549,"score_spread":0.3370660071443156,"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."}}