{"id":"W4244766203","doi":"10.36510/learnland.v4i1.857","title":"Review Board","year":2010,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04635349,0.001718523,0.003922125,0.008702404,0.003736607,0.01036485,0.005172761,0.01874053,0.15512],"category_scores_gemma":[0.1963604,0.00194174,0.002694019,0.0048435,0.002871471,0.003545506,0.002263217,0.01026641,0.1642545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006853115,"about_ca_system_score_gemma":0.02070684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008703,"about_ca_topic_score_gemma":0.007727768,"domain_scores_codex":[0.9567394,0.01161332,0.005788204,0.005261715,0.0177191,0.002878238],"domain_scores_gemma":[0.6576507,0.02794843,0.01863192,0.0212566,0.2612036,0.01330881],"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":[0.0001020913,0.00002173115,0.000139509,0.000486273,0.00002174,0.00008575464,0.00002953278,0.00001716056,0.0001938336,0.0008761082,0.9731743,0.0248519],"study_design_scores_gemma":[0.0001516612,0.00002940798,0.0008955962,0.001051738,0.00006484956,0.0001758189,0.00004605553,0.0001246651,0.0002546099,0.0008352761,0.9963502,0.00002008823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002596281,0.04202331,0.01140547,0.2982665,0.3121561,0.02222317,0.01166802,0.003255002,0.2964063],"genre_scores_gemma":[0.01446684,0.01637582,0.01323481,0.1182472,0.1002371,0.02281904,0.008281256,0.001551144,0.7047868],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.84488,"threshold_uncertainty_score":0.5189282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038733764796764,"score_gpt":0.2647997242141455,"score_spread":0.2544123865661779,"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."}}