{"id":"W4249157519","doi":"10.1145/1095430.1081744","title":"Strathcona example recommendation tool","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Research","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Computer science; Documentation; Application programming interface; Software engineering; Code (set theory); Source code; Software; Programming language; Set (abstract data type)","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":[0.0006761472,0.001042577,0.0007776216,0.004024637,0.0007335403,0.001338609,0.001413454,0.001302858,0.0819625],"category_scores_gemma":[0.005905255,0.0005493998,0.0006004803,0.003216645,0.000166951,0.001384414,0.0009255384,0.0007195405,0.02713886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005830278,"about_ca_system_score_gemma":0.0009484979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01236129,"about_ca_topic_score_gemma":0.0309373,"domain_scores_codex":[0.9991977,0.0001336061,0.00008076752,0.0001173347,0.0004248782,0.0000457898],"domain_scores_gemma":[0.9968051,0.00174306,0.0001129405,0.0003600943,0.0008398739,0.0001390075],"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":[0.0004952211,0.0001490635,0.00254873,0.001310125,0.00006492465,0.0007221312,0.0002883241,0.002508905,0.004383819,0.007062229,0.6263891,0.3540774],"study_design_scores_gemma":[0.0003976514,0.0001492227,0.003820677,0.0003018285,0.00008084938,0.0009352371,0.0002271635,0.04780677,0.009503877,0.006775532,0.9298877,0.0001134871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.02354414,0.002384132,0.3904216,0.004386982,0.0006003461,0.002034143,0.1176106,0.3024338,0.1565842],"genre_scores_gemma":[0.0752365,0.002050785,0.6704414,0.00175489,0.0001844812,0.00217307,0.1316038,0.009612755,0.1069421],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.0819625,"threshold_uncertainty_score":0.2741919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02994625267647503,"score_gpt":0.2610645669782109,"score_spread":0.2311183143017359,"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."}}