{"id":"W2915975654","doi":"10.1145/3287324.3287392","title":"Can You Teach Me To Machine Learn?","year":2019,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reputation; Domain (mathematical analysis); Computer science; Mathematics education; Work (physics); Psychology; Engineering; Mathematics; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002103482,0.0005234021,0.0004342907,0.0006757688,0.00214722,0.003563892,0.0006992298,0.001614318,0.0217626],"category_scores_gemma":[0.008231028,0.0001854403,0.0004133516,0.0004794798,0.0026421,0.005507257,0.001654456,0.004369821,0.01048988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273313,"about_ca_system_score_gemma":0.001901755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077281,"about_ca_topic_score_gemma":0.003543542,"domain_scores_codex":[0.9988508,0.0005858155,0.00002571644,0.0001293265,0.0002728239,0.0001354784],"domain_scores_gemma":[0.9962658,0.001405909,0.0002850183,0.0001787454,0.0005573999,0.001307142],"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":[0.0000575585,0.0003326185,0.01046921,0.0007149338,0.00003052617,0.0003884269,0.01557302,0.000189674,0.0009972252,0.04661072,0.6112667,0.3133694],"study_design_scores_gemma":[0.00001527152,0.0001757736,0.004047863,0.0007582965,0.0000179743,0.0009371054,0.0148903,0.0003739882,0.0006340041,0.04043307,0.9376881,0.00002843987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03412246,0.0382724,0.02895873,0.6853321,0.01886535,0.0001842896,0.0004038431,0.0009711476,0.1928897],"genre_scores_gemma":[0.3873671,0.07365055,0.05296342,0.1794483,0.00806755,0.0004641361,0.000666506,0.0004870534,0.2968853],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0217626,"threshold_uncertainty_score":0.0728032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016087909704,"score_gpt":0.2464231554901059,"score_spread":0.2362622763930659,"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."}}