{"id":"W4404566651","doi":"10.1038/s41467-024-54306-x","title":"The commitment of the human cell atlas to humanity","year":2024,"lang":"en","type":"review","venue":"Nature Communications","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"National Cancer Institute","keywords":"Globe; Humanity; Atlas (anatomy); Equity (law); General partnership; Human disease; Action (physics); Human health; Environmental ethics; Political science; Biology; Medicine; Disease; Pathology; Neuroscience; Law; Environmental health","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":[0.009365078,0.0008867824,0.001156986,0.002936722,0.0009634564,0.003868816,0.002663338,0.004517499,0.006905408],"category_scores_gemma":[0.009877122,0.0004563351,0.0008348719,0.002448449,0.002992086,0.006476213,0.003203003,0.009446489,0.007796152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003428359,"about_ca_system_score_gemma":0.01008752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005258547,"about_ca_topic_score_gemma":0.004769988,"domain_scores_codex":[0.9976087,0.0007546444,0.000216825,0.0002255733,0.000969558,0.0002246632],"domain_scores_gemma":[0.9930497,0.003123343,0.0003342492,0.0003766065,0.002375484,0.0007405807],"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":[0.00003024711,0.00002705741,0.00009137008,0.00501768,0.00003074465,0.0001417701,0.0002595688,0.000233226,0.0004191339,0.0677534,0.3786616,0.5473343],"study_design_scores_gemma":[0.000002067641,0.000005331157,0.0000490173,0.0008985777,0.000004497735,0.00009562997,0.00002370051,0.000008437251,0.00005757919,0.002069659,0.9967806,0.000004774427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001150481,0.9407235,0.002264105,0.03019406,0.01076956,0.00006684769,0.0002122894,0.0001481088,0.01550651],"genre_scores_gemma":[0.001912674,0.9604179,0.004147729,0.01879261,0.003413717,0.0001678014,0.0005270623,0.0001110658,0.01050942],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009365078,"threshold_uncertainty_score":0.04952788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03052803296904714,"score_gpt":0.3861090508553647,"score_spread":0.3555810178863175,"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."}}