{"id":"W2093620756","doi":"10.1145/2593822.2593824","title":"Recommending a starting point for a programming task: an initial investigation","year":2014,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Task (project management); Point (geometry); Programming language; Engineering; Mathematics; Systems engineering","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":[0.007467249,0.0008631019,0.0009893803,0.003040228,0.001218514,0.003302091,0.001411166,0.001782559,0.003180634],"category_scores_gemma":[0.06875881,0.0005511254,0.0009213076,0.00243255,0.0006798445,0.005550735,0.0008327049,0.00218176,0.001595311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543452,"about_ca_system_score_gemma":0.002428078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01652089,"about_ca_topic_score_gemma":0.03435996,"domain_scores_codex":[0.9953575,0.002099847,0.0003681036,0.0009910226,0.0009345083,0.0002490434],"domain_scores_gemma":[0.9050923,0.07718057,0.00213373,0.00366026,0.01040061,0.001532588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004403081,0.004414461,0.4335781,0.003363756,0.0007019981,0.001027188,0.004086657,0.03336769,0.0104903,0.003825563,0.02320833,0.4775329],"study_design_scores_gemma":[0.0007239254,0.005174515,0.2904833,0.001926215,0.001171408,0.001394321,0.01298795,0.6187872,0.01646503,0.008544125,0.041899,0.000443157],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185469,0.004012684,0.06282627,0.001372105,0.0001318112,0.001119812,0.003192857,0.001239448,0.007558188],"genre_scores_gemma":[0.8806171,0.001163412,0.1090174,0.000200937,0.00004744179,0.000395454,0.005303772,0.0002176525,0.003036831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01652089,"threshold_uncertainty_score":0.03949112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04741838711742813,"score_gpt":0.3210732864602837,"score_spread":0.2736548993428556,"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."}}