{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016142,0.001235696,0.0005662717,0.003449589,0.001094241,0.004114839,0.001836184,0.0007232601,0.1666541],"category_scores_gemma":[0.005550454,0.0004268259,0.0006899616,0.002317123,0.0004742944,0.003301462,0.002786751,0.001210643,0.1600666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008427741,"about_ca_system_score_gemma":0.002005185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069918,"about_ca_topic_score_gemma":0.001528896,"domain_scores_codex":[0.9986963,0.0002235091,0.00009162122,0.000345164,0.0005045016,0.0001388317],"domain_scores_gemma":[0.9972876,0.0004627133,0.0001109824,0.001157602,0.00078326,0.0001977858],"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":[0.0001821353,0.0001368805,0.001565277,0.0003515507,0.00002538264,0.00008514881,0.0001988056,0.0009152609,0.00332843,0.06858261,0.5605507,0.3640779],"study_design_scores_gemma":[0.00002446141,0.00001935286,0.0007071218,0.0000745539,0.00001759157,0.0001275278,0.00008092687,0.00391003,0.004660573,0.02900674,0.9613515,0.00001974683],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006161936,0.001177924,0.3140675,0.003269759,0.001399665,0.000969079,0.06267802,0.1122332,0.498043],"genre_scores_gemma":[0.07322314,0.002749025,0.2405455,0.003946602,0.001229074,0.001831987,0.2647122,0.01698193,0.3947807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1666541,"threshold_uncertainty_score":0.5575134,"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."}}