{"id":"W2219497026","doi":"10.4204/eptcs.185.2","title":"An Open Challenge Problem Repository for Systems Supporting Binders","year":2015,"lang":"en","type":"article","venue":"Electronic Proceedings in Theoretical Computer Science","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"","keywords":"Computer science; Variety (cybernetics); Set (abstract data type); Field (mathematics); Syntax; Software engineering; Key (lock); Data science; Programming language; Artificial intelligence; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.007910719,0.000277548,0.0003909156,0.0002684114,0.0004232186,0.002694251,0.006240113,0.0001247407,8.210556e-7],"category_scores_gemma":[0.0001356328,0.0002314968,0.00004884982,0.001207639,0.000767962,0.002609682,0.001134285,0.0003487192,0.000007818887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005256459,"about_ca_system_score_gemma":0.000985416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004295391,"about_ca_topic_score_gemma":0.000003754184,"domain_scores_codex":[0.995534,0.00006282503,0.0006204183,0.001376761,0.0007888834,0.001617099],"domain_scores_gemma":[0.9980453,0.00008222948,0.0002887073,0.0005170677,0.000589781,0.0004768744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001848053,0.0001430045,0.0002082648,0.00004257312,0.000005420839,0.000005639519,0.001893546,0.00006613986,0.0002640719,0.9913339,0.00008286806,0.005936118],"study_design_scores_gemma":[0.0006904205,0.00238522,0.00002200503,0.00002353175,0.00000435935,0.0001327252,0.0002141806,0.4730845,0.001079143,0.5207865,0.001202403,0.0003750951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008206698,0.0002203556,0.971136,0.0005694878,0.0009272064,0.001938712,2.133525e-7,0.0003646277,0.01663668],"genre_scores_gemma":[0.9755665,0.000003029329,0.02375042,0.0001014207,0.0002664582,0.0002561996,8.980799e-7,0.00001989946,0.00003514067],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9673598,"threshold_uncertainty_score":0.9991366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314822109730651,"score_gpt":0.2881608817737966,"score_spread":0.2650126606764901,"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."}}