{"id":"W2346712629","doi":"10.1145/2910925.2910944","title":"BitFit","year":2016,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","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":[0.0001374428,0.00002630723,0.00002460173,0.00002198501,0.00003893334,0.00004313911,0.0002667297,0.00001092266,0.00002991519],"category_scores_gemma":[0.00003151715,0.00001333586,0.00001517711,0.00005828016,0.000007809803,0.000136596,0.00006011502,0.0000265502,0.0004367175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000563873,"about_ca_system_score_gemma":0.000006743642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000986661,"about_ca_topic_score_gemma":8.360317e-7,"domain_scores_codex":[0.99968,0.00001873319,0.00003582181,0.0001061248,0.00005831629,0.0001009776],"domain_scores_gemma":[0.9997182,0.00004332092,0.000009737175,0.0001921841,0.000007139161,0.00002937744],"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":[8.931266e-8,0.000003131062,0.0007482833,2.145667e-7,7.7475e-7,8.835877e-7,0.00006733342,2.436964e-7,0.0001970293,0.1012753,0.0006165156,0.8970903],"study_design_scores_gemma":[0.0001075817,0.00002697733,0.0026016,0.000008244803,3.386108e-7,0.000006699697,0.000003899707,0.0001880838,0.0005628504,0.0008632459,0.9955612,0.0000692433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003232752,0.00001144818,0.9865562,0.004135858,0.0001087588,0.00001046751,1.491969e-8,0.0004655963,0.005478954],"genre_scores_gemma":[0.8123193,6.388782e-7,0.1766075,0.0001466379,0.00002457167,0.000001157829,1.445862e-8,0.000001695268,0.01089848],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9949447,"threshold_uncertainty_score":0.5613265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107716628690388,"score_gpt":0.2237965713769959,"score_spread":0.212719405090092,"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."}}