{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007445607,0.0001296267,0.0002442992,0.00005360165,0.0001122498,0.00003411393,0.0001655314,0.00004069848,0.000856788],"category_scores_gemma":[0.0009199679,0.0001060507,0.0000787776,0.0002105202,0.00001531189,0.00007886951,0.00004536723,0.0002819394,0.02064215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001315188,"about_ca_system_score_gemma":0.00000911936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001399283,"about_ca_topic_score_gemma":0.00001404955,"domain_scores_codex":[0.9988638,0.0002844163,0.0001660963,0.0002283201,0.0001865341,0.0002708058],"domain_scores_gemma":[0.9994045,0.0001310184,0.0001046535,0.0002321433,0.00004582921,0.00008178935],"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":[0.00004838887,0.00009203856,0.2099287,0.002618465,0.0001071576,0.00001102448,0.0004856679,0.001747964,0.004638589,0.003030161,0.6634917,0.1138002],"study_design_scores_gemma":[0.0002208968,0.00005420918,0.004649696,0.0009662629,0.00003496539,0.000008262537,0.000008832616,0.00138736,0.00006556365,0.00005968339,0.9923807,0.0001635215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2790947,0.1333486,0.001424648,0.004828896,0.0006451842,0.0008246631,0.000007270179,0.005206309,0.5746198],"genre_scores_gemma":[0.9907344,0.002404868,0.0006538291,0.001809963,0.000341013,0.00002396682,0.00003652618,0.0001050342,0.0038904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7116398,"threshold_uncertainty_score":0.9801204,"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."}}