{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002021643,0.0007661441,0.000596143,0.002132758,0.000470023,0.002270673,0.00185792,0.0008245395,0.1390938],"category_scores_gemma":[0.01007895,0.0004681986,0.000609786,0.001766605,0.0002755806,0.002203115,0.002727646,0.001096721,0.08412661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000481275,"about_ca_system_score_gemma":0.0007985472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275774,"about_ca_topic_score_gemma":0.002288548,"domain_scores_codex":[0.9983456,0.0002383695,0.0001100137,0.0002749447,0.0008574227,0.0001735802],"domain_scores_gemma":[0.9952666,0.001163902,0.0003965889,0.0007296432,0.001537903,0.0009054492],"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":[0.002381404,0.0005601313,0.01889377,0.0006151191,0.00004901232,0.0001668811,0.0004636739,0.001063653,0.005769577,0.002816526,0.3222191,0.6450012],"study_design_scores_gemma":[0.00065926,0.002518155,0.09206758,0.0004805976,0.0001048569,0.001267971,0.0005211552,0.01181465,0.01255574,0.006664812,0.8710915,0.0002536858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.2818898,0.002433479,0.1065045,0.004193152,0.002225182,0.001652338,0.09731877,0.2065301,0.2972527],"genre_scores_gemma":[0.4001849,0.001841519,0.1113105,0.002472461,0.0003880154,0.002519274,0.1533215,0.02486727,0.3030946],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1390938,"threshold_uncertainty_score":0,"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."}}