{"id":"W4253189363","doi":"10.36510/learnland.v1i2.842","title":"Review Board","year":2008,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0002706271,0.000135512,0.000248806,0.00006129847,0.0002229463,0.00001190096,0.0001531192,0.00004142241,0.001127688],"category_scores_gemma":[0.0004001897,0.0001135926,0.00009240413,0.0002938754,0.00002987362,0.0001013272,0.00004288368,0.0003164449,0.01994471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001890589,"about_ca_system_score_gemma":0.00002629448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002063029,"about_ca_topic_score_gemma":0.000008208354,"domain_scores_codex":[0.9989384,0.0001527124,0.0001776676,0.0002272881,0.0002206415,0.0002832631],"domain_scores_gemma":[0.9994878,0.00007234985,0.0000973526,0.0002053427,0.00005260641,0.00008459207],"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":[0.00003346719,0.00007126915,0.3049659,0.0007067473,0.00006865022,0.0001634911,0.0007207884,0.0006179849,0.001767637,0.000144025,0.6850061,0.005733944],"study_design_scores_gemma":[0.0002571719,0.00004547767,0.01593644,0.0007081037,0.00002599198,0.0001379306,0.00001453256,0.0002005695,0.00008945279,0.00000955685,0.9823875,0.0001872406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6562571,0.204273,0.00007965384,0.001326512,0.0002272085,0.0004361726,0.000006246013,0.002439315,0.1349548],"genre_scores_gemma":[0.9672641,0.02263466,0.0005843929,0.001178657,0.0002344618,0.00002707337,0.0000411162,0.0001062838,0.007929225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.311007,"threshold_uncertainty_score":0.9997854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212126601545699,"score_gpt":0.2618896148768985,"score_spread":0.2406769547223286,"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."}}