{"id":"W4230098720","doi":"10.1080/00253359.2012.10709013","title":"Reviews","year":2012,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Banff Centre","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":[0.0005991674,0.001131012,0.0007529477,0.001535988,0.0008086294,0.002954059,0.001327926,0.002052333,0.309059],"category_scores_gemma":[0.002432574,0.0003969129,0.000583732,0.001251455,0.0008503639,0.001861487,0.002171618,0.002170583,0.2664511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034406,"about_ca_system_score_gemma":0.001881227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001833768,"about_ca_topic_score_gemma":0.004349567,"domain_scores_codex":[0.9994091,0.00008116307,0.00003174199,0.0001039348,0.000291338,0.00008287026],"domain_scores_gemma":[0.9991884,0.0001186606,0.00006599911,0.00012389,0.0002969608,0.000206128],"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":[0.00002580687,0.00001514006,0.00005951886,0.0003897422,0.000007842083,0.00005473505,0.00002974696,0.00002280794,0.0004353691,0.002513509,0.8212287,0.175217],"study_design_scores_gemma":[0.000001787895,0.000004365729,0.00005640981,0.00009699043,0.000002267045,0.0000575854,0.000009369841,0.000002847672,0.00003735903,0.0002635252,0.9994661,0.000001358191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006178348,0.2948961,0.001420241,0.01821452,0.06566417,0.0001063933,0.0008649479,0.0008103735,0.6174055],"genre_scores_gemma":[0.003949256,0.1142431,0.0008895896,0.01045329,0.01673855,0.00007815751,0.0008797988,0.0002593453,0.8525088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.690941,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07809486898386217,"score_gpt":0.3141541230098911,"score_spread":0.2360592540260289,"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."}}