{"id":"W2033114755","doi":"10.4161/cbt.6.6.4558","title":"Think big and think small","year":2007,"lang":"en","type":"article","venue":"Cancer Biology & Therapy","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Smiths Detection (Canada)","funders":"University of California, San Francisco","keywords":"Medicine; Psychology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002182322,0.0001183258,0.0002077829,0.00008627119,0.00008134045,0.00000247854,0.00007574014,0.00257184,0.0001290113],"category_scores_gemma":[0.000009982929,0.0000780539,0.00004379521,0.000116793,0.0003743216,0.000009090286,0.00002034336,0.001211484,0.00001284268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002008783,"about_ca_system_score_gemma":0.00004946434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006891567,"about_ca_topic_score_gemma":0.00005020612,"domain_scores_codex":[0.9993396,0.00001868169,0.0001362194,0.0002290267,0.00002531686,0.0002512],"domain_scores_gemma":[0.9996064,0.00004695052,0.00004299083,0.0002042673,0.00003283384,0.00006660903],"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":[0.0008953273,0.00008412459,0.03736838,0.00001452746,0.0004770606,0.00005472284,0.001514965,1.698606e-7,0.1539759,0.008928784,0.0009773278,0.7957087],"study_design_scores_gemma":[0.006889371,0.001894398,0.1495998,0.0001160222,0.0001249128,0.0003463154,0.0005831204,0.00001233323,0.1524426,0.007875633,0.6796467,0.0004688379],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204994,0.05261679,0.0005153788,0.02345549,0.0006976602,0.0002000443,0.000002870759,0.0001580614,0.001854298],"genre_scores_gemma":[0.9100892,0.07092021,0.0004594933,0.0168902,0.0004080253,0.0000060206,0.000009194251,0.00001670975,0.00120094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7952399,"threshold_uncertainty_score":0.998723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03092107886045476,"score_gpt":0.3038258622091985,"score_spread":0.2729047833487438,"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."}}