{"id":"W2544251770","doi":"10.1162/desi_r_00355","title":"Reviews","year":2015,"lang":"en","type":"article","venue":"Design Issues","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[],"category_scores_codex":[0.001371979,0.0001026762,0.000196431,0.00005049665,0.00002179974,0.00003449788,0.0001714946,0.00003267205,0.0002121582],"category_scores_gemma":[0.0005108693,0.00008298729,0.00003291136,0.0001979908,0.0000323326,0.0001403117,0.0000233243,0.00005048505,0.1249986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000447387,"about_ca_system_score_gemma":0.00002673676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000427107,"about_ca_topic_score_gemma":0.000002685781,"domain_scores_codex":[0.9989913,0.0003277177,0.0001616602,0.000153283,0.0001859601,0.0001801128],"domain_scores_gemma":[0.9993876,0.00002651122,0.00005658051,0.0003232193,0.00006890643,0.0001372154],"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":[0.00001794977,0.00002157316,0.0001518635,0.00000471831,0.00000456725,0.000008937151,0.001003768,0.00001198705,0.003603573,0.0004797206,0.9920937,0.002597662],"study_design_scores_gemma":[0.0001699557,0.00005808735,0.00004654896,0.00002405633,0.00001098455,0.000005015594,0.00005142509,0.0001094504,0.008177074,0.002263574,0.9889655,0.0001183991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.01365449,0.5674759,0.09896701,0.004042505,0.002189599,0.006224907,0.00003794364,0.004733772,0.3026739],"genre_scores_gemma":[0.3041452,0.00303134,0.5605861,0.002000598,0.002994357,0.0005105531,0.0000643489,0.0006317885,0.1260357],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5644445,"threshold_uncertainty_score":0.8756827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4316589960910126,"score_gpt":0.4082741646959426,"score_spread":0.02338483139506997,"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."}}