{"id":"W4232004035","doi":"10.36510/learnland.v11i1.915","title":"Review Board","year":2018,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001441308,0.00005747536,0.00007531908,0.00002761639,0.00006451698,0.00001533266,0.00004547566,0.00002654325,0.02752149],"category_scores_gemma":[0.00003736362,0.00005222673,0.00002533675,0.00006364658,0.00001071923,0.00005030005,0.000006185172,0.0000997473,0.02146925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001247363,"about_ca_system_score_gemma":0.000003010652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.923317e-7,"about_ca_topic_score_gemma":0.000007903827,"domain_scores_codex":[0.9996426,0.00002797433,0.00008556093,0.00006881622,0.00007749905,0.00009759379],"domain_scores_gemma":[0.999846,0.00001050598,0.0000122847,0.00007296662,0.00002820399,0.00003000161],"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":[0.000002291094,0.000005236121,0.001788648,0.0004400708,0.00001815317,7.310206e-7,0.0006323772,0.002633384,0.002419382,0.00001046453,0.9503968,0.04165249],"study_design_scores_gemma":[0.00008028896,0.00002784556,0.00453038,0.0002695462,0.00001015623,0.000001699565,0.00001874731,0.01652195,0.00006592271,0.00001236544,0.9783736,0.00008747587],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5719677,0.02154459,0.005429271,0.0008224158,0.003052376,0.0003921031,0.000001746,0.004275452,0.3925144],"genre_scores_gemma":[0.9869581,0.005241286,0.0003117063,0.0007338806,0.001764175,0.00001477818,0.00002001782,0.00003389137,0.004922098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4149905,"threshold_uncertainty_score":0.9792926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943807356594459,"score_gpt":0.2717614292501978,"score_spread":0.2523233556842532,"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."}}