{"id":"W2984553296","doi":"10.33589/29.5.201c","title":"Literature Review","year":2019,"lang":"en","type":"article","venue":"International Society of Hair Restoration Surgery","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Ex vivo; Medicine; Medical physics; Biology; In vivo; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001668555,0.0008637202,0.00211785,0.01333302,0.0008496973,0.002309738,0.002063351,0.001743278,0.05809307],"category_scores_gemma":[0.01276315,0.0003837773,0.001629641,0.01148466,0.0008525833,0.002864747,0.001633479,0.001595621,0.01295908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001698799,"about_ca_system_score_gemma":0.006654442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004058341,"about_ca_topic_score_gemma":0.006900586,"domain_scores_codex":[0.9987116,0.0002385734,0.0004029339,0.0001736729,0.0003833435,0.00008987327],"domain_scores_gemma":[0.9918067,0.004751539,0.001122839,0.0002009494,0.001868832,0.0002491669],"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":[0.0001377263,0.0000590232,0.000784137,0.106142,0.0002714981,0.0006005059,0.0003343737,0.0001954892,0.0002203143,0.003921916,0.237261,0.6500719],"study_design_scores_gemma":[0.00002544862,0.00004976999,0.001937517,0.1197411,0.0007003122,0.002752339,0.0004234902,0.00004722115,0.0001176811,0.002154935,0.8720117,0.00003846077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0003245052,0.9826936,0.0004005599,0.005398874,0.001547924,0.00008725914,0.00150699,0.0000425603,0.00799782],"genre_scores_gemma":[0.002164646,0.9898043,0.0007150685,0.002862802,0.0009162475,0.00008755832,0.001336614,0.00001676718,0.002096132],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9419069,"threshold_uncertainty_score":0.1943407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02707563558934666,"score_gpt":0.3149244815681733,"score_spread":0.2878488459788267,"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."}}