{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003714102,0.001086715,0.0007779766,0.002812654,0.0013039,0.004453148,0.002413926,0.003148837,0.1742238],"category_scores_gemma":[0.01019783,0.0006014841,0.0007005782,0.002600847,0.001511737,0.003783286,0.001837193,0.002523621,0.1329692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002666019,"about_ca_system_score_gemma":0.005112766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002736631,"about_ca_topic_score_gemma":0.004481712,"domain_scores_codex":[0.9973052,0.0005337774,0.0001471873,0.000303424,0.001488486,0.0002219814],"domain_scores_gemma":[0.9925356,0.001768275,0.0004293453,0.001154803,0.003648584,0.0004633684],"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":[0.00003632588,0.00003010984,0.00006555023,0.001070443,0.000009142394,0.00004193822,0.00007961178,0.00008285044,0.0005338481,0.01746352,0.7742394,0.2063473],"study_design_scores_gemma":[0.000002339564,0.000007189292,0.00003855114,0.000225415,0.000003206196,0.00003050103,0.00002075252,0.00000800315,0.0001146512,0.001354039,0.9981932,0.000002262662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000828882,0.2950004,0.01141412,0.05638984,0.04847996,0.0002634375,0.00107676,0.001299505,0.5852471],"genre_scores_gemma":[0.00813049,0.2429781,0.007284737,0.03466781,0.01473643,0.0003091609,0.001712463,0.0009514035,0.6892294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8257762,"threshold_uncertainty_score":0,"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."}}