{"id":"W4238899949","doi":"10.1145/3263054","title":"Session details: Integrating mathematics and computer science","year":2007,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Session (web analytics); Computer science; Mathematics education; Mathematics; World Wide Web","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":[0.003123967,0.0001398079,0.0001390603,0.0001520343,0.0004997082,0.0004567623,0.001123073,0.00005121982,0.0000112003],"category_scores_gemma":[0.0009041463,0.0001128723,0.00003082269,0.0003557809,0.0001758633,0.0001652386,0.0009299995,0.0003373622,0.00007441086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003526726,"about_ca_system_score_gemma":0.00003794302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000327119,"about_ca_topic_score_gemma":0.000002807303,"domain_scores_codex":[0.9985229,0.00003792581,0.0002450784,0.0004207461,0.0003471881,0.0004262072],"domain_scores_gemma":[0.9984969,0.0005345013,0.0001192422,0.0006280221,0.00007252774,0.0001487965],"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":[0.000001659646,0.00004540611,0.0009479379,0.00001877976,0.000003093137,0.00002023965,0.004404029,0.00001336657,0.0008603674,0.009054981,0.0003286041,0.9843015],"study_design_scores_gemma":[0.002279906,0.001173584,0.02451516,0.0016867,0.0000450842,0.001106289,0.003954068,0.17191,0.01904302,0.005437317,0.7662193,0.002629603],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.160783,0.00007187282,0.8370331,0.001228777,0.0001994111,0.0000771784,6.382779e-8,0.0002825984,0.0003239622],"genre_scores_gemma":[0.415736,0.000001713817,0.5839232,0.0002034221,0.00005784744,0.000001350849,2.046613e-7,0.000006219906,0.00007002274],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9816719,"threshold_uncertainty_score":0.4602799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763953354088328,"score_gpt":0.2736171333727012,"score_spread":0.2559775998318179,"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."}}