{"id":"W4246132569","doi":"10.36510/learnland.v6i2.867","title":"Review Board","year":2013,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Editorial board; On board; Computer science; Engineering; Library 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":[0.0002654223,0.0001352059,0.0002247546,0.00005525326,0.0001024987,0.00006447514,0.0001669068,0.00004191388,0.007191882],"category_scores_gemma":[0.0003815627,0.0001066095,0.0000773237,0.0002351671,0.00001585645,0.0001915546,0.00005155729,0.0002943343,0.1095411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001681756,"about_ca_system_score_gemma":0.00001263388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009752884,"about_ca_topic_score_gemma":0.00001019694,"domain_scores_codex":[0.9989666,0.0001520232,0.0001787429,0.0002176569,0.0001813652,0.0003036529],"domain_scores_gemma":[0.9994353,0.00007842188,0.00009868787,0.0002122151,0.00007930319,0.000096076],"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":[0.000005365343,0.00003776267,0.0884311,0.0007434773,0.00005024087,0.000006282275,0.0002086665,0.0002070475,0.003735397,0.0001711462,0.877776,0.02862748],"study_design_scores_gemma":[0.0002101651,0.00004272753,0.01810826,0.001050392,0.00003121129,0.00001200916,0.0000381402,0.0006692661,0.00007807157,0.00007478569,0.9794744,0.0002105405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5779113,0.1792885,0.00009520481,0.005599109,0.0003329651,0.001389492,0.000004951653,0.003311329,0.2320672],"genre_scores_gemma":[0.9810658,0.005290466,0.0008119032,0.002135804,0.0002452527,0.0001468425,0.00004400272,0.0001316353,0.01012828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4031546,"threshold_uncertainty_score":0.9937157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221621978141563,"score_gpt":0.2522926108666965,"score_spread":0.2400763910852809,"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."}}