{"id":"W4245942527","doi":"10.1515/iupac.84.0716","title":"Immunofluorescence","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Glossary; Immunotoxicology; Immunology; Medicine; Immune system; Philosophy; Linguistics","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":[],"category_scores_codex":[0.0006643314,0.0004822494,0.0009735667,0.0004283191,0.0001399008,0.00007087419,0.0004654222,0.0005491245,0.02054927],"category_scores_gemma":[0.0007561495,0.0003263144,0.0003314252,0.000308536,0.0003117948,0.00007735403,0.0002989658,0.001126746,0.00005222325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008338182,"about_ca_system_score_gemma":0.002607793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004918212,"about_ca_topic_score_gemma":0.0004140892,"domain_scores_codex":[0.9958301,0.00006935645,0.000555828,0.0006494728,0.002146753,0.000748559],"domain_scores_gemma":[0.9969464,0.0001076383,0.0001672533,0.00146444,0.000886474,0.0004277885],"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":[0.001107779,0.0003561377,0.00002943065,0.0003662557,0.000203702,0.0004973749,0.000006064453,2.788848e-8,0.0002427967,0.000006484243,0.9785656,0.01861836],"study_design_scores_gemma":[0.002045767,0.0005495554,0.0001878737,0.001183681,0.0001600142,0.0001013218,0.000009262378,0.000001845684,0.0001517297,0.00003708171,0.9952012,0.0003706664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001468568,0.002929118,0.00002191525,0.001681554,0.0004342847,0.0005714629,0.9938648,0.00007991728,0.0002701459],"genre_scores_gemma":[0.00002764829,0.007856654,0.00004380602,0.0005865759,0.001545161,0.00002598835,0.9864295,0.00006531613,0.003419415],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02049704,"threshold_uncertainty_score":0.9999189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0250179951767931,"score_gpt":0.441770688598184,"score_spread":0.4167526934213909,"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."}}