{"id":"W4365455748","doi":"10.1007/s11786-023-00557-8","title":"Foreword","year":2023,"lang":"en","type":"article","venue":"Mathematics in Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Mathematics; Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001345959,0.0009947773,0.0009005689,0.001772614,0.002020571,0.004550831,0.001329061,0.003702736,0.3278489],"category_scores_gemma":[0.01077831,0.0002978574,0.0006972313,0.0009786433,0.0008864314,0.002973901,0.002538777,0.005262684,0.3477909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00181011,"about_ca_system_score_gemma":0.002720225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135265,"about_ca_topic_score_gemma":0.003829153,"domain_scores_codex":[0.9988569,0.0001529278,0.0000611344,0.0001729928,0.0006260801,0.0001300243],"domain_scores_gemma":[0.9948797,0.0008289236,0.0002305243,0.0003454293,0.00258739,0.001128026],"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":[0.00000995482,0.000004830829,0.00001464399,0.00004065207,0.000001111614,0.00001201641,0.000007274703,0.000005824897,0.00005304568,0.001684258,0.9833287,0.0148377],"study_design_scores_gemma":[0.000004315734,0.000007548144,0.00006272781,0.00008052897,0.000001971753,0.00003258132,0.00001398364,0.00001055865,0.00005943029,0.001473253,0.9982503,0.000002703887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003120392,0.01370703,0.002150171,0.1339318,0.528782,0.0001938234,0.001529859,0.0007492183,0.3186441],"genre_scores_gemma":[0.002082457,0.004714689,0.0007475071,0.05483457,0.0805116,0.0001475659,0.0009924141,0.0006001481,0.855369],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.6721511,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05849244152024106,"score_gpt":0.3238741975548891,"score_spread":0.265381756034648,"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."}}