{"id":"W4412072959","doi":"10.36510/learnland.vi29.1136","title":"Review Board","year":2025,"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":"","funders":"","keywords":"Editorial board; On board; Computer science; Business; Engineering; Library 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":[0.08729722,0.002327283,0.005903777,0.01120155,0.005019773,0.01422442,0.006522026,0.01068528,0.2651561],"category_scores_gemma":[0.328904,0.002192138,0.004479711,0.006944423,0.002521692,0.006603602,0.004649561,0.009312489,0.2476615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007974301,"about_ca_system_score_gemma":0.02854148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004242032,"about_ca_topic_score_gemma":0.00825458,"domain_scores_codex":[0.9337896,0.01732695,0.01443337,0.006207679,0.02582517,0.002417271],"domain_scores_gemma":[0.308488,0.02942986,0.01910167,0.01769307,0.6100404,0.01524714],"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":[0.00006735063,0.000006985231,0.0000358158,0.0008867797,0.00001621671,0.0000187638,0.00002675405,0.00001070142,0.0000769486,0.0001805388,0.9847699,0.01390327],"study_design_scores_gemma":[0.0001773988,0.00003639041,0.0005217926,0.003476625,0.00006877969,0.00008897902,0.00007691803,0.00008219692,0.0001617573,0.0006639576,0.9946058,0.00003932483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0005229862,0.02300145,0.01255705,0.2499217,0.6056784,0.02101155,0.01997422,0.004640147,0.06269243],"genre_scores_gemma":[0.009027313,0.03202532,0.02897983,0.1793834,0.264726,0.05335688,0.02372574,0.007373389,0.4014023],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7348439,"threshold_uncertainty_score":0.8870356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309899874547415,"score_gpt":0.2709042999214735,"score_spread":0.2578053011759993,"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."}}