{"id":"W4252015857","doi":"10.1038/s41590-018-0213-0","title":"It takes a village","year":2018,"lang":"en","type":"letter","venue":"Nature Immunology","topic":"Immune Cell Function and Interaction","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Clinical Research Institute; Université de Montréal; McGill University","funders":"","keywords":"NKG2D; Receptor; Cell biology; Biology; Computational biology; Genetics; Cytotoxicity","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0002072285,0.0006648374,0.0008013932,0.0005518119,0.0003452043,0.00004736954,0.0008343129,0.01263444,0.02547834],"category_scores_gemma":[0.0003070412,0.0005924415,0.0004090251,0.0002318092,0.0006559411,0.000145348,0.0001453296,0.01276131,0.02825481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187562,"about_ca_system_score_gemma":0.0001338476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006057617,"about_ca_topic_score_gemma":0.00001118088,"domain_scores_codex":[0.9969766,0.0005483873,0.0006192763,0.0008569142,0.00008056939,0.0009183242],"domain_scores_gemma":[0.9977635,0.0003108628,0.0004676031,0.001066724,0.0003803175,0.0000110259],"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":[0.0001917645,0.00003947592,0.000004417578,0.00002788063,0.0008437012,0.00007803682,0.0001626503,5.385574e-8,0.05579634,0.00005858158,0.9421156,0.0006815085],"study_design_scores_gemma":[0.0008627624,0.0004346205,0.00004705857,0.00008557694,0.0001254012,0.0009902978,0.0000969101,4.165873e-7,0.02188158,0.00005374969,0.9748644,0.0005572629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003597641,0.03109453,0.00005497788,0.7726413,0.09090831,0.0005315871,0.00005227754,0.0005263907,0.1038308],"genre_scores_gemma":[0.00207488,0.0003274693,0.00003236354,0.7181011,0.002779614,0.00005661176,0.003685535,0.0001036438,0.2728387],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1690079,"threshold_uncertainty_score":0.9996527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007466936171557269,"score_gpt":0.2375064741914586,"score_spread":0.2300395380199013,"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."}}