{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001284125,0.0001273951,0.0001599162,0.00002973123,0.00008000914,0.000015864,0.0003303951,0.00002574129,0.002132531],"category_scores_gemma":[0.0001228525,0.00006698386,0.00008558623,0.0002177296,0.00006067257,0.0001888851,0.000207966,0.000130116,0.11692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000332015,"about_ca_system_score_gemma":0.000006626271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002407631,"about_ca_topic_score_gemma":0.00007401645,"domain_scores_codex":[0.9989947,0.0001872985,0.0001781752,0.00009838722,0.0001440162,0.0003974238],"domain_scores_gemma":[0.999086,0.00004245948,0.00007811414,0.0006783294,0.0000181062,0.00009703582],"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":[0.000105395,0.0003945301,0.1331679,0.00007174483,0.00008356375,0.000002778924,0.002863901,1.968522e-7,0.03398531,0.02091591,0.7518132,0.05659553],"study_design_scores_gemma":[0.0001143069,0.000005688569,0.09168748,0.000006440869,0.00003435149,0.00001367962,0.00001419407,0.000004891539,0.0003799918,0.0001179787,0.9075195,0.0001015527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4209337,0.008810303,0.0000193134,0.002412648,0.001197067,0.001312552,0.00001515816,0.0004604556,0.5648388],"genre_scores_gemma":[0.9181147,0.0001640093,0.00234353,0.001678039,0.0004549887,0.0001760255,0.00001619111,0.0001327123,0.07691978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.497181,"threshold_uncertainty_score":0.9987797,"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."}}