{"id":"W4254911550","doi":"10.1038/labinvest.2016.174","title":"Informatics","year":2017,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001147898,0.00006767885,0.0000475559,0.00001404714,0.0002864672,0.00005270796,0.0002265797,0.0001097328,0.000006331709],"category_scores_gemma":[0.00009399421,0.00006695164,0.00002087308,0.00002362896,0.0001648538,0.000006963465,0.00007342741,0.00004688397,0.00002259647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004648482,"about_ca_system_score_gemma":0.0000552434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004848343,"about_ca_topic_score_gemma":0.000008234267,"domain_scores_codex":[0.9996301,0.00001649211,0.0001195152,0.00009740347,0.0000484423,0.00008803559],"domain_scores_gemma":[0.9991015,0.000001378121,0.0001434618,0.000614922,0.00008504591,0.00005370341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003846436,0.000008445176,0.01890659,0.000007793476,0.0000121579,3.757742e-7,0.00003473214,0.000005413401,0.9632838,0.007622068,0.009068691,0.001046127],"study_design_scores_gemma":[0.0001563431,0.00005917713,0.0208858,0.000006754853,0.000007328214,0.00000202582,0.00002140335,0.00007662,0.7814372,0.001391594,0.1958107,0.0001449972],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899296,0.00004304775,0.005642499,0.0004722718,0.00006044492,0.0001323256,0.00002310706,0.00003029233,0.003666423],"genre_scores_gemma":[0.9896037,0.00003477253,0.008709796,0.001130078,0.0001146335,0.00004940113,0.0001523533,0.000009372294,0.0001958678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.186742,"threshold_uncertainty_score":0.2730209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055793647234743,"score_gpt":0.2677017799694802,"score_spread":0.2571438434971328,"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."}}