{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000526749,0.0001310255,0.0002090677,0.00005745945,0.0001233553,0.00004103496,0.0001947942,0.00006338053,0.002741661],"category_scores_gemma":[0.0007646502,0.0001070738,0.00008081464,0.0002270561,0.00002332952,0.000099692,0.00004951907,0.0008030045,0.01922834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006050131,"about_ca_system_score_gemma":0.00002005478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001950681,"about_ca_topic_score_gemma":0.00009799556,"domain_scores_codex":[0.9990631,0.00009041734,0.0001605295,0.000227344,0.0001833321,0.0002752613],"domain_scores_gemma":[0.9993988,0.00008558926,0.00009885645,0.000264238,0.00005705102,0.00009548329],"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":[0.00004381075,0.0001203783,0.3190928,0.001472574,0.00009890015,0.0000463715,0.0005171226,0.000160958,0.120174,0.001995458,0.5023359,0.05394164],"study_design_scores_gemma":[0.0001867733,0.00002586965,0.007776682,0.0003825964,0.00003179281,0.00002392554,0.00001095884,0.000216999,0.0002698506,0.00003754594,0.9908691,0.0001678727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8323759,0.02807588,0.00003254837,0.00201736,0.0007275451,0.0003963219,0.000006678755,0.002029411,0.1343383],"genre_scores_gemma":[0.9919873,0.0016422,0.001016123,0.0009219999,0.0003936164,0.00002755664,0.0000367039,0.0001037108,0.00387072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4885332,"threshold_uncertainty_score":0.99817,"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."}}