{"id":"W4361772762","doi":"10.1017/s0960129523000075","title":"Preface to Special Issue: LSFA 2019 and 2020","year":2022,"lang":"en","type":"article","venue":"Mathematical Structures in Computer Science","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Content (measure theory); Computer science; Action (physics); Information retrieval; World Wide Web; Mathematics; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005813732,0.0001256197,0.0001605934,0.0001052952,0.0003267767,0.0005817171,0.0017948,0.00001699639,0.0002877346],"category_scores_gemma":[0.00007385013,0.0001124124,0.00003229592,0.001205104,0.000217387,0.0004524245,0.002426489,0.0001764126,0.00004277912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127169,"about_ca_system_score_gemma":0.0001346662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005060947,"about_ca_topic_score_gemma":8.328213e-7,"domain_scores_codex":[0.9980818,0.0000426567,0.0002303284,0.0005768217,0.0007144914,0.0003538812],"domain_scores_gemma":[0.9991105,0.0001015957,0.00004299438,0.0004759752,0.0000394352,0.0002294758],"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":[0.000004935505,0.0001677975,0.0003349329,0.00002979639,0.000004069684,0.00002087856,0.01746398,0.003010259,0.0001038529,0.5658409,0.07063957,0.3423791],"study_design_scores_gemma":[0.0004746626,0.0002426419,0.02765058,0.00002065634,0.000002971679,0.0002630996,0.0003116091,0.348936,0.0002392714,0.5269738,0.09418269,0.0007020545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1173046,0.00006461111,0.8596206,0.009390202,0.003430303,0.0006279019,0.000008141542,0.0001713076,0.009382348],"genre_scores_gemma":[0.567691,0.000002477062,0.4252025,0.005631747,0.0008189032,0.00003448808,9.598405e-7,0.00001057682,0.0006073817],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4503863,"threshold_uncertainty_score":0.5609511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008685593564779668,"score_gpt":0.2692667215899298,"score_spread":0.2605811280251502,"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."}}