{"id":"W4253834713","doi":"10.36510/learnland.v7i2.871","title":"Review Board","year":2014,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[0.06698689,0.002089158,0.004961518,0.009337933,0.004513116,0.01482789,0.006028377,0.02097429,0.174297],"category_scores_gemma":[0.303048,0.00243874,0.003582084,0.004963669,0.003857875,0.004523905,0.00335937,0.01285104,0.166162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008567212,"about_ca_system_score_gemma":0.02879478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003818071,"about_ca_topic_score_gemma":0.008356917,"domain_scores_codex":[0.9366387,0.01994492,0.009130995,0.007518939,0.02282908,0.003937385],"domain_scores_gemma":[0.5657331,0.042283,0.02960224,0.02947424,0.3155438,0.01736362],"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":[0.0001035052,0.00001619321,0.0001304989,0.0008116972,0.00003296918,0.00006681409,0.00003641158,0.00001751642,0.0001168262,0.0009273096,0.9772072,0.02053302],"study_design_scores_gemma":[0.0002096441,0.00002550149,0.0006498491,0.002576008,0.00008065728,0.0001644925,0.00006465326,0.0001131289,0.0001745152,0.001318363,0.994597,0.00002621697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001554303,0.04408175,0.009742992,0.3508669,0.3506851,0.02374007,0.01307965,0.002859491,0.2033899],"genre_scores_gemma":[0.01539789,0.02371141,0.01636991,0.2094477,0.141635,0.04027871,0.01172635,0.002174694,0.5392583],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.825703,"threshold_uncertainty_score":0.5830816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133135000532716,"score_gpt":0.2566003017320521,"score_spread":0.2452689517267249,"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."}}