{"id":"W2112169282","doi":"10.1145/2728793.2728803","title":"SIGCSE symposium preview","year":2015,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Library 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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00294506,0.002465164,0.001204934,0.005333945,0.001546107,0.007166116,0.001687061,0.002070723,0.5670268],"category_scores_gemma":[0.00537225,0.0007126344,0.0009367553,0.00335408,0.0004531099,0.004244313,0.002958124,0.003630064,0.5304777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183707,"about_ca_system_score_gemma":0.003189901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638615,"about_ca_topic_score_gemma":0.009280934,"domain_scores_codex":[0.9985819,0.0001075449,0.00008459106,0.0001544266,0.0008604943,0.0002109464],"domain_scores_gemma":[0.99417,0.0003954936,0.0002033044,0.0003956333,0.002978889,0.001856823],"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":[0.00002023926,0.00002648209,0.00003899014,0.0001019637,0.000001996332,0.00002249313,0.000006697254,0.00003453534,0.0001337454,0.0003904529,0.9703354,0.028887],"study_design_scores_gemma":[0.000006649693,0.00001582629,0.0001419779,0.00007083893,0.000002450341,0.00003749858,0.00001268798,0.00002590541,0.00006641133,0.0002228392,0.9993894,0.000007471289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001083768,0.02564594,0.008000753,0.02282782,0.2341112,0.000712621,0.01979151,0.01452096,0.6733055],"genre_scores_gemma":[0.002327513,0.01336296,0.002036623,0.00545634,0.03276087,0.0003316135,0.01468781,0.002640851,0.9263954],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9928339,"threshold_uncertainty_score":0.6175838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1818611352153002,"score_gpt":0.4119725235561093,"score_spread":0.2301113883408091,"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."}}