{"id":"W4233232989","doi":"10.1007/s10555-020-09894-7","title":"Preface","year":2020,"lang":"en","type":"review","venue":"Cancer and Metastasis Reviews","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008730431,0.001052605,0.007662506,0.0001600461,0.00009684807,0.0001038344,0.0005273951,0.0002004435,0.001007056],"category_scores_gemma":[0.0002736726,0.0006927744,0.001428803,0.001077291,0.0001093169,0.0001397771,0.0002499886,0.0006352328,0.008097169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653455,"about_ca_system_score_gemma":0.0004657157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001900179,"about_ca_topic_score_gemma":0.00001594593,"domain_scores_codex":[0.9958301,0.0008387932,0.001448326,0.001120901,0.0002737037,0.0004882278],"domain_scores_gemma":[0.9974891,0.00008964059,0.001091277,0.000792323,0.00004856645,0.0004891181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001585865,0.000009747768,1.808304e-7,0.07025158,0.0003122524,0.000007816959,0.00002659722,1.416798e-8,2.037151e-7,0.00005913412,0.07452931,0.8548016],"study_design_scores_gemma":[0.0001141171,0.00001962436,1.325096e-7,0.03056004,0.008888382,0.00003050166,0.000002223379,2.772889e-7,5.649987e-7,0.000006284592,0.9597366,0.0006412155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.377563e-8,0.9924116,0.00001747672,0.00003606715,0.000354968,0.003456469,0.001507869,0.0001161959,0.002099387],"genre_scores_gemma":[5.918614e-9,0.9944559,0.0006858711,0.0002003258,0.0005045099,0.002689973,0.0001522674,0.0002763328,0.001034869],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8852074,"threshold_uncertainty_score":0.9999062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2452694705439946,"score_gpt":0.4521611530386632,"score_spread":0.2068916824946686,"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."}}