{"id":"W4254848084","doi":"10.1080/00253359.2009.10657101","title":"REVIEWS","year":2009,"lang":"en","type":"article","venue":"The Mariner s Mirror","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital; University of New Brunswick","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":[0.0006701436,0.0001333413,0.0001781808,0.00003501814,0.00008096459,0.00002732745,0.0004146416,0.00002528379,0.00091351],"category_scores_gemma":[0.00009992501,0.00007199802,0.00009387912,0.0002751311,0.00004139574,0.00008742494,0.00006978789,0.0001370635,0.04289205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000294409,"about_ca_system_score_gemma":0.00001008294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001128761,"about_ca_topic_score_gemma":0.00008643667,"domain_scores_codex":[0.9991078,0.0001317141,0.0001987833,0.0001594683,0.0001489733,0.0002533011],"domain_scores_gemma":[0.9990983,0.00002413488,0.00007611504,0.0007230666,0.00002372683,0.00005463829],"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":[0.000160932,0.0002671265,0.002309772,0.00001999221,0.00003322158,0.00002248211,0.0008474105,0.000001111293,0.05767665,0.01912201,0.6591462,0.260393],"study_design_scores_gemma":[0.0001881687,0.00003463757,0.07140227,0.00001097444,0.00002668626,0.0000149484,0.000006338592,0.00002497852,0.0003727782,0.002061629,0.9257378,0.0001187807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.216271,0.003215095,0.00002353379,0.01554762,0.00037049,0.001505942,0.00001152337,0.0006701343,0.7623847],"genre_scores_gemma":[0.8609868,0.0003515631,0.00418446,0.0101129,0.0002709934,0.00007593366,0.00002586648,0.0001091439,0.1238823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6447159,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0414554258578682,"score_gpt":0.3018426791495025,"score_spread":0.2603872532916343,"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."}}