{"id":"W4320737676","doi":"10.1145/3584667.3584672","title":"Koli Calling Conference Report","year":2023,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Range (aeronautics); Track (disk drive); Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007290081,0.001388728,0.001003164,0.006013962,0.004974284,0.01619948,0.003008968,0.004653561,0.5391597],"category_scores_gemma":[0.0163489,0.000633276,0.001044626,0.004970462,0.0006191328,0.003377543,0.005596168,0.005430991,0.5059615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0054881,"about_ca_system_score_gemma":0.02521385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01764251,"about_ca_topic_score_gemma":0.02960355,"domain_scores_codex":[0.991008,0.0008408396,0.0004134531,0.0008166942,0.004985589,0.001935341],"domain_scores_gemma":[0.9716969,0.001945786,0.000954096,0.001581458,0.01267382,0.01114797],"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":[0.00003448454,0.00002507464,0.0001023244,0.00007091807,0.000001645724,0.00002736302,0.0000212186,0.00001525508,0.00005736983,0.0005064012,0.9895411,0.00959687],"study_design_scores_gemma":[0.000009837746,0.00001333531,0.0006451426,0.00008169842,0.000002150324,0.00002353792,0.00008817511,0.00002318352,0.00007388632,0.0001343501,0.998895,0.000009762686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001657493,0.00600356,0.001189849,0.04287987,0.07349307,0.00185264,0.04038263,0.002727289,0.8298135],"genre_scores_gemma":[0.006067734,0.004179761,0.001151445,0.0100041,0.009566405,0.001413049,0.02894903,0.001352369,0.9373161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5391597,"threshold_uncertainty_score":0.6573327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590896884421271,"score_gpt":0.2919025848855783,"score_spread":0.2559936160413656,"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."}}