{"id":"W4252291522","doi":"10.3828/catr.28.1.1","title":"Introduction","year":2014,"lang":"en","type":"article","venue":"Catalan Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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":[0.001260304,0.001097294,0.0006397314,0.00191862,0.0009993612,0.003486587,0.001591227,0.002146073,0.150154],"category_scores_gemma":[0.002250456,0.0002894872,0.0007330928,0.001244786,0.001166073,0.002224955,0.00257416,0.003134432,0.09903824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00298068,"about_ca_system_score_gemma":0.003279342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004626454,"about_ca_topic_score_gemma":0.003965729,"domain_scores_codex":[0.9991931,0.0001422315,0.00003414454,0.0002042216,0.00029858,0.000127618],"domain_scores_gemma":[0.9991824,0.000110904,0.00005228542,0.0001352283,0.0003794231,0.0001398119],"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":[0.00005367581,0.00002504073,0.0001108181,0.0007444786,0.0000112026,0.00004207886,0.00008485739,0.00008865914,0.0004683225,0.07047143,0.7595927,0.1683067],"study_design_scores_gemma":[0.000002448428,0.00000568111,0.00009767785,0.0001363742,0.000002522851,0.00003364058,0.00001840267,0.000008654467,0.00009515499,0.002850758,0.9967462,0.000002486347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001266962,0.1842408,0.004239145,0.04194874,0.05347375,0.0001470546,0.002969732,0.0007342654,0.7109796],"genre_scores_gemma":[0.01387867,0.1328688,0.003303297,0.03832575,0.0254829,0.0002657768,0.004326188,0.0004023219,0.7811463],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.849846,"threshold_uncertainty_score":0.502315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195234180811647,"score_gpt":0.2655921751667538,"score_spread":0.2536398333586374,"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."}}