{"id":"W4318978541","doi":"10.5206/mt.v3i1.15951","title":"About this issue","year":2023,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Presentation (obstetrics); Function (biology); Constant (computer programming); Variety (cybernetics); Point (geometry); State (computer science); Software; Computation; Programming language; Mathematics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001040672,0.00006782397,0.00006214506,0.000140755,0.0001840684,0.0001576674,0.0005533833,0.00002158038,0.0007974387],"category_scores_gemma":[0.00000299802,0.00006664035,0.0000494999,0.0008336902,0.00001714391,0.0005611501,0.00002551521,0.00007348866,0.006032761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009698918,"about_ca_system_score_gemma":0.00001360579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004256031,"about_ca_topic_score_gemma":0.00001217007,"domain_scores_codex":[0.9993263,0.00001414075,0.00009136057,0.0002097342,0.000156143,0.0002022441],"domain_scores_gemma":[0.9994646,0.00002497737,0.00001392889,0.0004157953,0.00001474733,0.00006596675],"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":[0.000002095421,0.00008239807,0.00003481642,0.00003382147,0.00005580923,0.00004547204,0.001628562,0.000403713,0.0001983226,0.02356237,0.2826714,0.6912812],"study_design_scores_gemma":[0.0001322485,0.00001810169,0.0002986501,0.000004948888,0.000005799376,0.000001684525,0.00006122393,0.05289822,0.0002763995,0.000948766,0.9452423,0.0001116199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0001100206,0.00002607985,0.9700534,0.004638372,0.0008145565,0.00008497826,0.00001632707,0.0009269441,0.02332928],"genre_scores_gemma":[0.117634,0.0008302269,0.09897883,0.003280906,0.0006539698,0.0002552971,0.0002045284,0.00006432282,0.7780979],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8710746,"threshold_uncertainty_score":0.9947411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800570575938368,"score_gpt":0.2493585582749102,"score_spread":0.2313528525155265,"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."}}