{"id":"W4238563674","doi":"10.1080/00253359.2005.10656937","title":"REVIEWS","year":2005,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McMaster 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":[0.0005102008,0.001188801,0.000825006,0.001585323,0.0007888689,0.002577188,0.001351403,0.001903586,0.3166576],"category_scores_gemma":[0.001829264,0.0004119571,0.0005848308,0.001324505,0.0007158534,0.001665308,0.00178847,0.002005572,0.2812153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009642384,"about_ca_system_score_gemma":0.001624051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00201743,"about_ca_topic_score_gemma":0.004769128,"domain_scores_codex":[0.9995215,0.00005985577,0.00002484418,0.00008518513,0.0002431638,0.00006542829],"domain_scores_gemma":[0.9993843,0.00008689509,0.00004942726,0.00009272156,0.0002375434,0.0001490229],"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":[0.00002999686,0.0000167506,0.00005416495,0.0004173405,0.000008478369,0.00004834403,0.00002428462,0.00002197059,0.0004346381,0.00195967,0.8258533,0.171131],"study_design_scores_gemma":[0.00000237038,0.000004916242,0.00006345018,0.00009738046,0.000002968414,0.00005401884,0.000007930233,0.000002771715,0.00004063996,0.0002187697,0.9995034,0.000001307668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005794744,0.3298632,0.001218122,0.01356596,0.05078458,0.0001208084,0.0009145942,0.0007416929,0.6022115],"genre_scores_gemma":[0.003091004,0.1167509,0.0007379929,0.00799319,0.01061107,0.00007960963,0.0008711335,0.000180557,0.8596846],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6833423,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04391148461489909,"score_gpt":0.2971507200381824,"score_spread":0.2532392354232834,"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."}}