{"id":"W4290742295","doi":"10.1002/berj.3742","title":"Issue Information","year":2022,"lang":"en","type":"paratext","venue":"British Educational Research Journal","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Library science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003491459,0.0001096497,0.0001858564,0.0004957968,0.01019296,0.002012837,0.000637159,0.0001765363,0.4584782],"category_scores_gemma":[0.002668446,0.0001371639,0.0001568481,0.0008803732,0.0006058239,0.0009664899,0.0002132651,0.002155818,0.01533077],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161422,"about_ca_system_score_gemma":0.009570446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01174124,"about_ca_topic_score_gemma":0.001828567,"domain_scores_codex":[0.9945884,0.0009949591,0.000429442,0.0001731277,0.003109351,0.0007047669],"domain_scores_gemma":[0.9966232,0.0007921038,0.0002065934,0.000134822,0.001851713,0.0003915218],"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":[0.000005065365,0.00006285486,0.0000154894,0.00001958969,0.00003912758,0.000005074925,0.002751586,0.00002886085,1.279907e-7,0.00515829,0.9756901,0.01622387],"study_design_scores_gemma":[0.0001189847,0.00003136188,0.0007864694,0.00008480944,0.000006345307,0.0001727293,0.007635293,0.000001163409,1.032438e-7,0.001968537,0.9890437,0.0001504945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001348621,0.006060959,0.000009469853,0.05070341,0.01225091,0.0003650297,0.0002919661,0.000006299694,0.9301771],"genre_scores_gemma":[0.001687025,0.02186101,0.0001247521,0.0003391114,0.01550474,0.0001635077,0.0006388747,0.00001878942,0.9596622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4431474,"threshold_uncertainty_score":0.9990231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07694842968481509,"score_gpt":0.4541071464754218,"score_spread":0.3771587167906067,"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."}}