{"id":"W3193816967","doi":"10.15252/embr.202153789","title":"The human touch","year":2021,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Business; Biology; Computer science","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":[0.0003698223,0.00003019416,0.00004176088,0.000008400697,0.001134012,0.0001847067,0.00005658504,0.00001770688,0.0009035356],"category_scores_gemma":[0.0001050118,0.00002288784,0.00003991802,0.0001242312,0.00007398448,0.00004256995,0.00004910673,0.00003895812,0.00002068529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002593131,"about_ca_system_score_gemma":0.000113022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523097,"about_ca_topic_score_gemma":0.01431382,"domain_scores_codex":[0.9993587,0.00004834199,0.0001239782,0.0001172627,0.0002104474,0.0001412381],"domain_scores_gemma":[0.9995927,0.0000272778,0.0000508127,0.0002130816,0.00007829078,0.00003790348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.802224e-7,0.00005746565,0.007968607,0.000004490109,0.00003056324,0.00128448,0.005374877,0.000004275597,0.0001280111,0.7837076,0.1328963,0.06854282],"study_design_scores_gemma":[0.00001243873,0.000002631167,0.003586649,0.000004415346,0.000004722873,0.000005736505,0.00392521,8.805836e-7,0.00006769391,0.03367906,0.958672,0.0000385669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1408267,0.0001356559,0.00003521287,0.00688617,0.0005719253,0.00006681936,1.731979e-7,0.00004084035,0.8514365],"genre_scores_gemma":[0.9161072,0.0000695014,0.00002749418,0.0001202796,0.0001812176,0.000009794225,0.000002867127,0.000002045316,0.08347963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8257757,"threshold_uncertainty_score":0.9893081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311417517297124,"score_gpt":0.3306454512273682,"score_spread":0.2995036994976558,"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."}}