{"id":"W2963525873","doi":"10.1145/3332803","title":"GOTO rankings considered helpful","year":2019,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Computer science; Goto; Data science; Information retrieval; Artificial intelligence; Programming language","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":[0.01459687,0.002063533,0.001884153,0.01076548,0.00368882,0.01144311,0.0009658617,0.001554239,0.01574041],"category_scores_gemma":[0.08446333,0.0004184802,0.001044323,0.01174656,0.001222605,0.005455276,0.002326873,0.002852188,0.007034991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002155762,"about_ca_system_score_gemma":0.005292742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004407035,"about_ca_topic_score_gemma":0.02377331,"domain_scores_codex":[0.9753132,0.01100342,0.001824393,0.00142606,0.008450039,0.001982945],"domain_scores_gemma":[0.9517868,0.01673133,0.003654622,0.00412567,0.0209046,0.002797108],"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":[0.003313993,0.0007846802,0.07685316,0.004967194,0.001233491,0.0005441098,0.002509916,0.007790577,0.009420856,0.08505744,0.3056229,0.5019017],"study_design_scores_gemma":[0.0005841596,0.001618112,0.07804295,0.002626069,0.001943214,0.0009848077,0.01104467,0.03741696,0.02264113,0.1981979,0.6440737,0.0008264119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.3153788,0.01246957,0.1747392,0.02858466,0.01738145,0.001915936,0.03660083,0.01041226,0.4025173],"genre_scores_gemma":[0.7752811,0.002842576,0.1502082,0.003388482,0.002366579,0.0005364131,0.02305983,0.002853963,0.03946272],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01574041,"threshold_uncertainty_score":0.07719654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732320868549027,"score_gpt":0.2736180243198283,"score_spread":0.2362948156343381,"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."}}