{"id":"W2106112694","doi":"10.1145/1081706.1081744","title":"Strathcona example recommendation tool","year":2005,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Computer science","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":[0.000680893,0.0009170225,0.0007547346,0.003706888,0.0007435902,0.001282382,0.001357918,0.001266403,0.06739416],"category_scores_gemma":[0.005859419,0.0004727589,0.0005530822,0.00298529,0.0001756087,0.001292531,0.0008665559,0.0006791733,0.02156299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00056636,"about_ca_system_score_gemma":0.0009330977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01253935,"about_ca_topic_score_gemma":0.03052608,"domain_scores_codex":[0.9991998,0.0001442532,0.00008022006,0.0001162643,0.0004149981,0.00004456347],"domain_scores_gemma":[0.9967841,0.001711389,0.0001104057,0.0003707183,0.0008901713,0.0001332888],"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":[0.0004886221,0.0001553398,0.002626129,0.00122517,0.00006227793,0.0007681052,0.0002991093,0.002805198,0.004557424,0.009329417,0.5639219,0.4137613],"study_design_scores_gemma":[0.0003484606,0.0001416023,0.003782654,0.0002809782,0.00007781854,0.0009848312,0.0002274695,0.05440169,0.00987889,0.007180565,0.9225842,0.0001107912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.02719426,0.002341682,0.4642097,0.005295334,0.0006463911,0.002196013,0.09189982,0.2390715,0.1671453],"genre_scores_gemma":[0.07741056,0.00176388,0.7231293,0.001569375,0.000166316,0.002008733,0.08862609,0.005907825,0.09941792],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.06739416,"threshold_uncertainty_score":0.2254559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03773330956869129,"score_gpt":0.28215116805406,"score_spread":0.2444178584853688,"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."}}